Agentic AI Reference Architecture

Layers and planes

Every component, grouped by layer. This is the table view of the graph.

Orchestration (122)

Component of the agent runtime: control loops, state management, workflow graphs, multi-agent coordination.

ComponentKindDefinition
Agent Action Output ParserSoftware componentA parsing component that extracts the next tool call, its input, or the final answer from free-text model output in a prescribed reasoning format, returning malformed output to the model with error feedback for retry.
Agent Capability RegistryData storeA directory in which agents advertise capability metadata (skills, limits, accuracy, latency, cost) for runtime discovery by collaborators.
Agent Communication TopologyData artifactA declarative graph (e.g., adjacency matrix) specifying which agents participate and which may exchange messages in a multi-agent workflow.
Agent Context Budget CoordinatorSoftware componentA non-reasoning coordinator agent that estimates each subtask's token needs, assigns working-memory budgets to worker agents, monitors their utilization, and reallocates capacity between them.
Agent Controller abstractSoftware componentAn abstract agent runtime that runs the control loop deciding, for one agent, how reasoning, tool actions, and observations are sequenced toward a goal.
Agent Delegation Interface abstractInterfaceAn inter-agent interface through which one agent hands a task, with structured context, to another agent.
Agent Dependency GraphData artifactA declared directed acyclic graph of which agents consume which other agents' outputs in a workflow, from which topologically sorted execution phases are derived.
Agent Message Bus abstractSoftware componentA communication medium that transports messages or events between agents in a multi-agent system.
Agent Message ContractData artifactA versioned specification of the data format, units, field names and semantic meaning of messages exchanged between agents.
Agent Responsibility MatrixData artifactA declaration of which agent types hold authority over which decision domains in a multi-agent system, with explicit protocols for transferring responsibility.
Agent State SchemaData artifactA typed data contract declaring every field that must persist across workflow steps, with its type, semantics, and accumulation behaviour.
Agent Workflow ConfigurationData artifactA declarative configuration file selecting the LLM, tools, and workflow composing an agent.
Asynchronous Dependency-Chaining ExecutorSoftware componentA dependency-ordered executor that spawns all agents at once and has each await futures for its own dependencies, so an agent starts as soon as its specific prerequisites complete.
Auction Task AllocatorSoftware componentA market-inspired task allocator that collects agent bids and awards each task to the best combination of accuracy, availability and cost.
Batch Extraction PolicyData artifactAn extraction cadence configuration that runs extraction periodically (e.g., hourly or daily) over the changes accumulated since the last run.
CRDT State MergerSoftware componentA state concurrency controller that represents state as conflict-free replicated data types so concurrent updates always converge.
Capability Tier MapData artifactA declaration classifying an agent's capabilities as core or auxiliary and defining the degradation levels and the dependencies each level requires.
Capability-Matching AllocatorSoftware componentA task allocator that queries advertised agent capabilities and selects a collaborator based on current load, historical accuracy or cost.
Clarification Fallback PolicyData artifactA configuration defining the ordered clarification stages (open-ended question, targeted options, guided examples) and the attempts allowed before escalation.
Clarification ManagerSoftware componentA dialogue-control component that, when intent inference is ambiguous or low-confidence, asks progressively more structured follow-up questions to resolve the user's intent.
Communication Topology OptimizerSoftware componentAn optimisation component that analyses multi-agent interactions to identify redundant agents and communication edges and derives a minimal-communication coordination graph.
Content-Based Event RouterSoftware componentAn event broker that matches event content and metadata against filtering rules and delivers each event, optionally transformed, to the targets whose rules it satisfies.
Conversational Agent CoordinatorSoftware componentA workflow orchestrator in which autonomous agents, each keeping its own message history and auto-reply behaviour, advance work through natural-language message exchange rather than predefined control flow.
Database State StoreData storeA state checkpoint store that persists workflow state durably in a database.
Dead Letter QueueData storeA holding store for poison messages that repeatedly fail processing, isolating them from healthy traffic.
Deadlock Controller abstractSoftware componentAn abstract coordination component that keeps multi-agent workflows free of circular waits in which each agent blocks on another's output.
Deferred Batch SchedulerSoftware componentA scheduling component that accumulates non-urgent agent queries and executes them in large batches during off-peak windows when discounted rates or spare capacity are available.
Dependency Cycle ValidatorSoftware componentA configuration-time validator that rejects any declared inter-agent dependency that would close a cycle, using depth-first search with a recursion stack so the dependency graph remains acyclic.
Dependency-Ordered Executor abstractSoftware componentAn abstract workflow orchestrator that starts each agent only after all of its declared dependencies have completed, externally imposing execution order regardless of agent logic.
Dialogue Flow ManagerSoftware componentAn orchestration component that manages multi-turn dialogue, tracking turn context and allowing users to digress from an in-progress task flow and later resume it where it paused.
Direct Tool-Calling ControllerSoftware componentAn agent controller that maps a request directly to one or a few structured tool calls without iterative reasoning loops or upfront planning.
Discoverable Delegation InterfaceInterfaceA delegation interface whose agent advertises capabilities (e.g., via an Agent Card) so collaborators can discover and select it at runtime.
Distributed Cache State StoreData storeA state checkpoint store that holds workflow state in a distributed in-memory cache accessible to multiple agents or instances.
Durable State Machine OrchestratorSoftware componentA workflow orchestrator that coordinates sequences of stateless function invocations as a durable state machine, persisting state between steps and retrying failed steps with exponential backoff.
ETL Checkpoint StoreData storeA store of periodic progress checkpoints of a long-running transformation, enabling a failed ETL run to restart from its last checkpoint.
ETL Pipeline ConfigurationData artifactA centralized configuration of source connections, chunking parameters, quality filters, vector store settings and incremental-update settings for an ETL pipeline.
Event Broker abstractSoftware componentAn asynchronous infrastructure that decouples event publishers from subscribers so agents react to state-change events without direct addressing.
Event Retention PolicyData artifactA configuration artifact specifying how long events remain available in an event log (hours, days, or indefinitely) for replay and reprocessing.
Event Stream LogSoftware componentAn event broker built on an immutable, partition-ordered event log supporting replay, temporal queries and auditing.
Event-Triggered AgentSoftware componentA stateless agent function that stays dormant until a subscribed event arrives, reconstructs context from the event payload and external stores, acts, and emits result events for downstream agents.
Execution Timeout PolicyData artifactA configuration artifact fixing the maximum wall-clock execution time an agent run may consume before it is terminated.
Extraction Cadence Policy abstractData artifactAn abstract configuration choosing whether a pipeline extracts source data in periodic batches or continuously as it arrives.
Failure Routing PolicyData artifactA declarative priority cascade and threshold set (severity, predictability, scope fraction, time budget) mapping failure characteristics to replanning layers.
Fallback Work QueueData storeA queue holding work items the orchestrator could not complete (e.g., after an agent failure) for deferred or manual handling.
Findings Synthesis AgentSoftware componentAn agent that receives the reports of several specialist agents after they complete and integrates their possibly contradictory findings into consolidated conclusions and recommendations.
Fixed Subtask Initiative ControllerSoftware componentA mixed-initiative controller that assigns pre-designated workflow stages to agent or human ownership and halts at human-owned stages to request human judgment.
Full Refresh PolicyData artifactA refresh configuration that reprocesses all historical source data into the knowledge base.
Function Choice PolicyData artifactA configuration artifact constraining which functions an LLM orchestrator may or must call: fully automatic, required invocation of specific functions, or filtering to selected capability domains.
Function-Calling ControllerSoftware componentAn agent controller that presents all registered function specifications to an LLM and lets model-native function calling choose, parameterize, order or parallelize function invocations, adapting to returned results.
Graceful Degradation ManagerSoftware componentA control component that selects the highest capability level still supported by healthy dependencies, disabling auxiliary capabilities while preserving core ones and labelling results with degradation status.
Graph State StoreData storeA state store that records agent state transitions as nodes and edges in a knowledge graph, enabling relational queries over state.
Human Proxy AgentSoftware componentA conversational agent acting on the user's behalf that validates other agents' proposed solutions by executing their code and reporting results back as conversational messages.
Hybrid Transition RouterSoftware componentA transition router in which LLM reasoning proposes the next operation within bounds enforced by explicit rules.
Idempotency StoreData storeA record of processed message identifiers that lets consumers detect and discard duplicate deliveries.
In-Memory State StoreData storeA state checkpoint store that keeps workflow state in the agent process's memory for the duration of a task.
Incremental Refresh PolicyData artifactA refresh configuration that processes only records new or changed since the last successful run's watermark.
Incremental Watermark StoreData storeA persistent record of the last successful extraction timestamp of a pipeline, used to bound the next incremental extraction window.
Ingestion Pipeline OrchestratorSoftware componentA workflow orchestrator that sequences multimodal document ingestion stages (extraction, modality routing, model processing, chunking, embedding, storage), applying retries and fallbacks when model services time out.
Intent RouterSoftware componentA classifier agent that determines request intent and routing category, attaching a confidence score used for escalation.
Intent TaxonomyData artifactA catalogue of discrete user-intent categories, aligned with actual user needs, each mapped to a distinct handling pathway.
Iteration Limit PolicyData artifactA configuration artifact fixing the hard maximum number of reasoning or tool iterations an agent may execute before forced termination.
Iterative Refinement CoordinatorSoftware componentA coordinator that runs repeated bidirectional exchange cycles between neural and symbolic components, feeding symbolic hypotheses back as attention cues, until confidence, diminishing-returns, or iteration-limit criteria are met.
Knowledge Refresh Policy abstractData artifactAn abstract configuration choosing whether a pipeline run processes only the delta since the last successful run or reprocesses the full corpus.
LLM Transition RouterSoftware componentA transition router that asks an LLM to reason about which operation to perform next given current state.
Message QueueSoftware componentAn event broker providing FIFO buffering between publishers and consumers so publishers continue without waiting.
Message Schema ValidatorSoftware componentA boundary check that validates inter-agent messages against their contract before they are consumed.
Mixed-Initiative Controller abstractSoftware componentAn abstract controller that determines which party, agent or human, holds initiative at each point of a shared task and how control transfers between them.
Multi-Agent Coordinator abstractSoftware componentAn abstract coordination component that determines how, and in what order, specialised agents contribute to a shared multi-agent goal.
Negotiated Initiative ControllerSoftware componentA mixed-initiative controller with no pre-assigned ownership that continuously assesses its capability, capacity and confidence and takes or yields initiative, requesting human input when confidence drops below threshold.
Optimistic Lock ControllerSoftware componentA state concurrency controller in which instances detect update conflicts at write time and retry.
Parallel Agent CoordinatorSoftware componentA workflow orchestrator that runs multiple specialised agents concurrently over references to the same source context and passes their outputs to a downstream reviewer, instead of sequential handoffs that restate context.
Pessimistic Lock ControllerSoftware componentA state concurrency controller in which instances acquire exclusive locks on workflow state before modifying it.
Phase Barrier ExecutorSoftware componentA dependency-ordered executor that runs topologically sorted phases in sequence, executing agents within a phase in parallel and blocking at a barrier until all have completed before starting the next phase.
Pipeline SchedulerSoftware componentA scheduling component that triggers ETL pipeline runs at fixed intervals such as hourly or daily.
Plan-and-Execute ControllerSoftware componentAn agent controller that separates strategic planning from tactical execution, coordinating a planner, an executor, and a replanner around an explicit multi-step plan.
Plugin Kernel OrchestratorSoftware componentA central workflow orchestrator that manages service registration, dependency injection and plugin discovery, and routes each request to registered plugin functions selected by LLM-driven function calling.
Proactive AgentSoftware componentAn agent that continuously senses user, historical and environmental context and initiates interventions or actions without an explicit user request, based on predicted needs (push-based rather than pull-based interaction).
Prompt Chain OrchestratorSoftware componentA workflow orchestrator that executes a fixed linear sequence of LLM calls in which each call's output becomes the next call's input.
Publish-Subscribe BusSoftware componentAn event broker that broadcasts each event to all subscribers of its topic.
RAG Query OrchestratorSoftware componentA stateless query-time service that sequences cache lookup, retrieval, reranking, context assembly and grounded generation for each RAG request, recording per-stage timing, token usage and cache status.
ReAct Agent ControllerSoftware componentAn agent controller that interleaves explicit Thought, Action, and Observation steps in a loop, choosing each tool call dynamically from prior observations until an answer or iteration limit.
Reflection Loop OrchestratorSoftware componentA coordinator that manages the generate-critique-refine cycle between producer and reflection agents and decides when output quality is sufficient to stop.
Replanning Layer ArbiterSoftware componentAn orchestration component that resolves conflicting outputs of concurrently running replanning layers by precedence, recency and specificity, installing one active plan and retaining others as fallbacks.
Replanning Precedence PolicyData artifactA configuration defining the precedence order of replanning layers (reactive > contingency > incremental > strategic) and tie-break rules for conflicting plans.
Replanning Strategy RouterSoftware componentAn orchestration component that classifies each significant failure by severity, predictability, scope and time budget and routes it to the reactive, contingency, incremental or strategic replanning layer.
Request Intake AgentSoftware componentA front-of-workflow agent that receives user requests, validates them and enriches them with account context before downstream processing.
Role-Based Task OrchestratorSoftware componentA workflow orchestrator that executes predefined tasks assigned to role-defined agents, either sequentially with task-output context inheritance or hierarchically through a manager agent that delegates and reviews.
Rule-Based Intent ClassifierSoftware componentA deterministic rule-based classifier used as fallback when the model-based classifier fails.
Rule-Based Transition RouterSoftware componentA transition router that applies explicit, deterministic decision rules over state fields to select the next workflow operation.
Runtime Deadlock DetectorSoftware componentA runtime monitor that periodically scans active agents for circular wait conditions and flags deadlocks after they have formed.
Schema RegistryData storeA repository of versioned message and event schemas used to validate inter-agent communication.
Serialized File State StoreData storeA state store serializing agent state to files such as JSON.
Shared Blackboard StoreData storeA common memory space to which agents publish hypotheses, evidence and results and from which they consume others' contributions, enabling implicit, opportunistic coordination.
Shared Message HistoryData storeAn append-only conversation transcript shared by all participants in a multi-agent dialogue, holding every agent's messages as the common coordination context.
Stalled Workflow ResumerSoftware componentA monitoring function that detects agent workflows left incomplete by function timeouts or interruptions and resubmits continuation events that resume them from the last checkpoint.
State Checkpoint Store abstractData storeA database to which a checkpointer persists agent/thread state so conversations can resume across sessions, restarts and idle periods.
State Concurrency Controller abstractSoftware componentA coordination mechanism that keeps shared workflow state consistent when multiple agent instances update it concurrently.
State Cycle DetectorSoftware componentA loop-protection component that hashes key state fields each iteration and flags a cycle when a previously seen state hash recurs.
State Merge PolicyData artifactA configuration of how a writer reconciles its intended state changes with changes committed since its read—merging disjoint partitions automatically and applying application-specific rules or manual review for same-field conflicts.
State-Graph OrchestratorSoftware componentA workflow orchestrator that executes an agent as an explicit state machine: states as graph nodes, transitions as edges, actions as node functions applied to typed state.
Static Delegation InterfaceInterfaceA delegation interface using RESTful, MIME-extensible task handoffs to known agents with context maintained across interactions.
Static Rule Task RouterSoftware componentA task allocator that assigns tasks using predetermined routing rules or tables.
Streaming Extraction PolicyData artifactAn extraction cadence configuration that processes source data in real time as it arrives.
Subdialogue Initiative ControllerSoftware componentA mixed-initiative controller in which the agent temporarily takes limited initiative to ask clarifying questions or correct misunderstandings, then returns control once the uncertainty is resolved.
Supervisor AgentSoftware componentAn agent that plans tasks for, and assigns tools and subtasks to, specialised worker agents in a hierarchical architecture.
Swarm AgentSoftware componentA simple agent that applies local behavioural rules to neighbour state and local signals, producing emergent group behaviour without global knowledge.
Synchronous Message ChannelSoftware componentA point-to-point channel carrying explicitly addressed, performative-typed request-response messages with sender, receiver, content, ontology and conversation-id metadata.
Task Allocator abstractSoftware componentA coordination component that decides which agent receives each task or resource in a multi-agent system.
Task DefinitionData artifactA declarative specification of a discrete unit of multi-agent work: description, expected output, assigned role, required tools, and dependencies on upstream task outputs.
Task QueueData storeA shared queue that holds pending jobs and tasks so stateless replicas and specialised agent pools can coordinate work without affinity.
Task State LedgerData storeA shared record of task ownership, status and explicit completion flags across agents in a multi-agent workflow.
Termination CheckerSoftware componentA control component that evaluates end conditions, such as reviewer approval or a maximum round count, after each message to decide whether a multi-agent conversation stops.
Token Budget EnforcerSoftware componentA control component that tracks a running task's token, step and cost consumption against its budget and halts, simplifies or reroutes the task when the budget is exceeded or the problem appears futile.
Token Budget PolicyData artifactA configuration artifact stating per-task-category token, step and cost-per-interaction budgets beyond which an agent run must degrade, stop or be escalated.
Transition Router abstractSoftware componentA decision component that evaluates current workflow state against the logic tree to select the next node, tool, or sub-agent to execute.
Unsolicited Reporting ControllerSoftware componentA mixed-initiative controller in which the agent only reports critical information asynchronously as it arises, without blocking work or requiring acknowledgment, leaving all initiative with the recipient.
Value Sentinel AgentSoftware componentA specialist agent in a multi-agent system that monitors one shared value dimension (e.g., supplier sustainability practices) and alerts peer agents to value-relevant risks before they commit local decisions.
Voice Turn CoordinatorSoftware componentA runtime component that sequences one spoken conversation turn: streams user audio to speech recognition, hands transcripts to the agent, and passes the agent's reply to speech synthesis.
Web Navigation AgentSoftware componentAn agent runtime that carries out multi-step web tasks by planning action sequences, selecting browser actions from the current page state, and tracking state across navigation steps until the user's goal state is reached.
Worker Agent abstractSoftware componentA specialised agent that executes an assigned subtask, often owning a focused tool domain such as database or external-API tools.
Workflow Orchestrator abstractSoftware componentAn execution engine that carries a multi-step agent workflow forward by performing selected operations and writing their results back into explicit workflow state.
Workflow State GraphData artifactA declarative workflow definition specifying nodes (states), edges and conditional edges (transitions), and entry point, kept separate from the state schema it operates on.

Tools & Integration (51)

Component that lets agents act on external systems: tool registry, function calling, protocol adapters, execution and resilience.

ComponentKindDefinition
API Description DocumentData artifactA machine-readable REST API description specifying operations, HTTP methods, paths, parameters, request and per-status-code response schemas, and authentication requirements.
Agent Service API abstractInterfaceA network API through which an agent exposes its capabilities as a distributed service to agents across platform, language or organisational boundaries.
Asynchronous Tool DispatcherSoftware componentA tool call dispatcher that submits tool calls to a background executor without blocking the serving loop, so GPU inference for other requests overlaps external tool latency.
Browser NavigatorSoftware componentA browser automation tool that performs page-level navigation actions such as click, type, and scroll on a web interface on behalf of an agent.
Cache Invalidation Policy abstractData artifactAn abstract configuration deciding when cached tool results become stale and must be refreshed, balancing result freshness against latency and cost savings.
Circuit BreakerSoftware componentA resilience component that stops calls to a persistently failing external dependency to prevent cascading failure and enable graceful degradation.
Circuit Breaker PolicyData artifactA per-dependency configuration of failure-count or failure-rate thresholds, measurement window, recovery timeout, and half-open trial requests for a circuit breaker.
Code Dependency AnalyzerSoftware componentA static-analysis tool that derives which system components depend on a given code module and returns the dependency graph for inclusion in an agent's context.
Code Execution RunnerSoftware componentA tool that runs agent-generated code inside an isolated sandbox and returns its results.
Database ConnectorSoftware componentA tool adapter granting direct query and update access to structured external data stores.
Dynamic Tool LoaderSoftware componentA prompt-preparation component that selects, per request, only the tool descriptions relevant to the current task and injects them into the model prompt.
Environmental Context AdapterSoftware componentA connector that retrieves real-time external system states, such as inventory levels, traffic conditions, weather and market data, that bound which proactive actions and recommendations are feasible.
Event-Based Cache Invalidation PolicyData artifactA cache invalidation policy that evicts cached tool results when the upstream source signals that it has published updates.
External Service APIInterfaceAn external API (search, weather, flight search, database) that a tool wraps to give the agent current information or actions.
External WebsiteInterfaceA third-party or internal web user interface (e-commerce, forum, code repository, CMS, internal IT system) that an agent navigates and transacts with in place of a human user.
Message Queue AdapterSoftware componentA tool adapter that exchanges requests with external systems via a message queue that buffers and guarantees delivery.
Page Content ExtractorSoftware componentAn information-extraction tool that reads visible text and extracts structured data such as tables from the current web page without modifying site state.
Parallel Tool DispatcherSoftware componentA component that runs independent tool calls concurrently and aggregates their results for the agent.
Parameter Slot FillerSoftware componentA structured extraction component that fills a tool's parameter slots from natural-language user input using slot-filling rather than free-form model output.
Prompt Function TemplateData artifactA natural-language prompt template with injectable variables and a fixed output structure that defines a semantic function's behaviour.
Provider Schema Compatibility CheckerSoftware componentA validation component that checks tool schemas against each target LLM provider's supported JSON Schema dialect before they are deployed.
REST API AdapterSoftware componentA tool adapter that calls third-party services through HTTP REST or GraphQL endpoints.
REST Agent APIInterfaceA resource-oriented, stateless HTTP/JSON API exposing agent capabilities as endpoints manipulated with standard HTTP methods.
Retry HandlerSoftware componentA resilience component that automatically re-attempts transiently failed tool or API calls using exponential backoff and reports attempt progress.
Retry PolicyData artifactA configuration artifact stating which error classes are retryable, the maximum attempts or per-node retry budget, base and maximum backoff delays, and jitter.
Sandbox Execution APIInterfaceA remote API through which an agent submits generated code to an isolated sandbox service and receives the execution result.
Semantic FunctionSoftware componentA callable capability function implemented as a parameterized natural-language prompt template executed by an LLM service, used for analysis, judgement or generation.
Sequential Tool DispatcherSoftware componentA tool call dispatcher that executes dependent tool calls one at a time, completing and validating each step before passing its output to the next.
Service ContainerSoftware componentA dependency-injection container that registers shared services (AI model services, database connections, HTTP clients) and injects them into capability functions under central configuration.
Time-Based Cache Invalidation PolicyData artifactA cache invalidation policy that expires cached tool results after a fixed time-to-live or periodic refresh interval matched to the source's update cadence.
Tool Call Dispatcher abstractSoftware componentAn abstract execution component that schedules multiple model-proposed tool calls, either in dependency order or concurrently, and collects their results for the agent.
Tool Call Schema ValidatorSoftware componentA deterministic validator that checks tool invocations and tool responses against the tool's formal schema: tool-name existence, required and extraneous parameters, types, format patterns, enumerations and ranges.
Tool Error ClassifierSoftware componentA post-execution component that classifies tool failures as transient (timeouts, temporary unavailability, rate limits) or permanent (invalid tool name, authentication failure, parameter validation error) to select the recovery path.
Tool ExecutorSoftware componentThe orchestration-layer component that validates model-proposed function calls against schemas, executes them in external systems, and returns structured results to the agent.
Tool Idempotency GuardSoftware componentA guard that records successful invocations of side-effecting tools and blocks re-execution of a non-idempotent tool with identical parameters.
Tool Integration Adapter abstractSoftware componentAn abstract connector that binds a tool to an external system through a specific integration mechanism and returns structured results.
Tool Parameter NormalizerSoftware componentA pre-invocation component that maps user or domain terminology variants extracted from requests to canonical tool parameter values before the tool call is executed.
Tool Precondition CheckerSoftware componentA workflow-level validator that verifies a tool's declared prerequisites (prior tool success, authentication, consent, resource existence and ownership) are satisfied before the tool executes.
Tool Protocol ClientSoftware componentA client that connects an agent to remote standard tool-protocol servers, discovers their tools at runtime and makes them invocable alongside local tools.
Tool Protocol ServerInterfaceA standard protocol endpoint that exposes tools and external resources to agents with consistent access patterns across diverse tools.
Tool RegistryData storeA structured inventory of available tools holding each tool's name, description, input/output schemas, and execution context such as permissions, rate limits, and invocation constraints.
Tool Response Plausibility CheckerSoftware componentA post-execution validator that applies domain knowledge and business rules to judge whether a schema-conformant tool result makes sense for the request (e.g., coordinates, result counts, value ranges).
Tool Result CacheData storeA store of previously retrieved tool or data-source results that serves as a degraded fallback when live sources fail or are unavailable.
Tool Result TransformerSoftware componentAn adapter that converts one tool's output into the data types, structure, and units required by the next tool's input schema in a chain.
Tool SchemaData artifactA typed, versioned contract describing a tool's parameters, types, constraints, and return values, used by the model to construct calls and by the executor to validate them.
Tool Schema GeneratorSoftware componentA build-time component that automatically derives tool schemas from API description documents such as OpenAPI specifications.
Tool SelectorSoftware componentA software component that prioritizes candidate tools for a query using historical success on similar queries.
Tool Usage History StoreData storeA graph-structured data store recording which tools solved which queries, with success, helpfulness, latency, and error properties.
Web Transaction ExecutorSoftware componentA transaction-operation tool that mutates web-application state on an agent's behalf: submitting forms, authenticating, modifying carts, downloading files, and confirming purchases or payments.
Webhook ReceiverSoftware componentA tool adapter that receives event notifications from external systems and triggers agent workflows asynchronously.
gRPC Agent APIInterfaceA service-oriented RPC API with strongly typed Protocol Buffer schemas over multiplexed HTTP/2, supporting unary and streaming modes.

Cognition (211)

Component performing reasoning, planning, search, decision-making, or self-verification.

ComponentKindDefinition
Action Effect ModelData artifactA planning-domain model describing how each action transforms state: its preconditions, expected effects, durations and costs, used to predict outcomes.
Action Model LearnerSoftware componentA learning component that detects systematic patterns in execution discrepancies and updates the action effect model's preconditions, effects or cost formulas.
Action Prior EstimatorSoftware componentA cognition component that serves policy-network action probabilities for newly expanded search nodes and learned rollouts, biasing exploration toward promising actions.
Adaptive Computation RouterSoftware componentA routing component that skips expensive symbolic reasoning when neural confidence is high on simple cases and invokes full symbolic validation when uncertainty is high.
Adaptive Sample AllocatorSoftware componentA cognition component that sets the number of reasoning samples per query from estimated difficulty and early vote agreement, stopping after a few unanimous samples or requesting more when votes diverge.
Auto-CoT PromptData artifactA chain-of-thought prompt whose demonstrations are automatically generated (clustered representative questions with zero-shot CoT rationales) and matched to each incoming question.
Bounded-Suboptimal Search PlannerSoftware componentA graph search planner that inflates the heuristic weight (g(n)+w*h(n), w>1) to expand fewer nodes, returning paths at most w times optimal cost.
Breadth-First Thought Search ControllerSoftware componentA tree search controller that expands the tree level by level, retaining only the b best-scored states at each depth before generating the next level.
Business Rule Logic VerifierSoftware componentA reasoning verifier that checks whether agent conclusions satisfy business rules and domain constraints encoded as mathematical logic.
Chain-of-Thought Prompt abstractData artifactA prompt artifact that elicits explicit, step-by-step intermediate reasoning from a model before it states its final answer, with or without worked demonstrations.
Circuit Reasoning VerifierSoftware componentA reasoning verifier that builds computational graphs from model internal activations during reasoning and classifies correct versus incorrect reasoning by domain-specific structural fingerprints.
Citation VerifierSoftware componentAn evaluation component that checks whether claims attributed to cited sources actually appear in those sources, detecting fabricated citations and misrepresented content.
Cluster-Diverse Exemplar SelectorSoftware componentAn exemplar selector that clusters candidate questions by problem type and samples a representative from each cluster to guarantee demonstration diversity.
CoT Rationale GeneratorSoftware componentA generator that produces intermediate reasoning chains for selected demonstration questions via zero-shot chain-of-thought prompting, replacing manual authoring of reasoning exemplars.
Complete ReplannerSoftware componentA replanner that discards the current plan and regenerates a full plan from the actual current state to the goal using the standard planner.
Conditional Execution PlanData artifactAn execution plan containing a primary path plus explicit decision points whose observed conditions select pre-computed contingency branches.
Confidence Basis ExplainerSoftware componentAn explanation component that turns a confidence score into its basis: the number of similar historical precedents, their outcomes, and the novel factor combinations that create uncertainty.
Confidence CalibratorSoftware componentA component that adjusts raw model confidence to match empirical accuracy for the scenario type, lowering presented confidence where the model is known to be overconfident.
Confidence EstimatorSoftware componentA cognition component that computes a confidence score for an agent decision from evidence agreement and weighted factors, for user display and escalation decisions.
Conflict Resolution Policy abstractData artifactAn abstract configuration that determines which rule fires when several rules match the current facts simultaneously.
Constraint-Gated Decision FusionSoftware componentA decision fusion aggregator in which rule-based constraints act as hard filters: inputs passing all rules proceed to learned scoring, while violations are rejected regardless of other components' outputs.
Contextual Weight AdapterSoftware componentA component that adjusts the objective weights of a utility function per decision according to current context such as user tenure, behaviour, time or operating conditions.
Contingency Branch ActivatorSoftware componentA replanner that, when an observed condition matches a prepared failure signature, immediately switches execution to the corresponding pre-computed contingency branch.
Contingency PlannerSoftware componentA task planner that, at planning time, generates a primary plan plus pre-computed conditional branches for the most likely, high-impact failure modes.
Coreset Exemplar Pre-selectorSoftware componentAn exemplar selector that pre-selects a compact core subset of highly informative demonstrations, keeping examples that are sufficient to solve tasks and discarding redundant ones.
Counterfactual ExplainerSoftware componentAn explanation component that identifies which fact values would need to change, relative to rule condition thresholds, for a rule-based decision to come out differently.
Counterpart Response PredictorSoftware componentA cognition component that predicts how a negotiation counterpart will respond to candidate proposals, informing the choice between collaborative and positional strategies.
Critique RubricData artifactA set of explicit evaluation criteria and reflection prompts that defines what a critic checks and how it judges output quality.
Cross-Source Consistency VerifierSoftware componentA verification step that retrieves the same information from multiple reputable sources, compares them, and flags conflicts for manual review instead of answering confidently.
Decision Engine abstractSoftware componentAn abstract cognition component that selects which action an agent takes from the currently available options given its model of the current state.
Decision Explainer abstractSoftware componentAn abstract explanation component that generates a justification for a specific agent or model decision in terms understandable to its audience.
Decision Fusion Aggregator abstractSoftware componentAn abstract cognition component that combines conclusions produced independently and in parallel by different decision paradigms into one unified decision.
Decision Sensitivity AnalyzerSoftware componentAn analysis component that re-evaluates decisions while varying probabilities, objective weights and risk parameters to reveal where the optimal choice changes.
Decomposition Method LibraryData artifactA curated set of decomposition methods, each naming an abstract task, its applicability preconditions, the replacing subtask network, and ordering, resource and causal constraints.
Decomposition Prompt TemplateData artifactA prompt template instructing the LLM to identify the distinct information needs in a user question and emit one focused, numbered sub-query per need.
Depth-First Thought Search ControllerSoftware componentA tree search controller that recursively explores the best-scored child first, backtracking to the next-best sibling when a branch falls below a value threshold or dead-ends.
Discrepancy Significance EvaluatorSoftware componentA cognition component that statistically tests flagged discrepancies against sensor-noise and actuator-variability models, accumulating drift, and triggers replanning only when thresholds are exceeded.
Dual-Agent CriticSoftware componentA reflection critic implemented by a separate model or agent that critiques the producer's output, distinct from the generator.
Edge Cost UpdaterSoftware componentA cognition component that applies incoming environment-change observations (e.g., traffic travel-time estimates, detected blockages) as edge-cost changes to the state-space graph.
Embedded Critical CheckerSoftware componentA self-contained last-resort checker that runs a small static set of critical checks requiring no external services when both LLM and rule-engine analysis are unavailable.
Entailment ModelModel assetA model that determines whether one statement entails, contradicts, or is neutral to another.
Entailment Step ValidatorSoftware componentA reasoning-step validator that checks whether a step's conclusion units are entailed by its premises and prior context, crediting the step when entailment probability exceeds a threshold.
Environment SimulatorSoftware componentA forward model that, given a state and action, returns legal actions, a sampled successor state (drawn from its outcome distribution when stochastic) and terminal status for planning simulations.
Episodic Anomaly ScorerSoftware componentA cognition component that scores a new event's deviation from an entity's personal baseline by comparing it with the closest retrieved normal-pattern episodes across amount, time, counterparty and frequency signals.
Example-Based ExplainerSoftware componentA decision explainer that justifies a decision by retrieving the most similar historical cases and their outcomes.
Execution Plan abstractData artifactAn explicit, ordered or dependency-graph representation of the steps an agent will execute to achieve a goal.
Exemplar Selector abstractSoftware componentAn abstract component that chooses which demonstration examples from a demonstration pool are placed into a prompt, and in what order, for in-context learning.
Fact Contradiction ResolverSoftware componentA cognition component that reconciles duplicate or contradictory derived facts in working memory according to a configured strategy before they are committed.
Factuality Verifier abstractSoftware componentA semantic validation component that fact-checks generated claims against knowledge bases or retrieved evidence, producing correctness signals for runtime validation or reward computation.
Failure AnalyzerSoftware componentA cognition component that interprets verification failures, such as failed test output, into human-readable error analysis and categorized recurring error patterns that guide the next generation attempt.
Few-Shot CoT PromptData artifactA chain-of-thought prompt embedding a few hand-crafted example problems with complete step-by-step solutions that demonstrate the expected reasoning pattern before the target question.
Final Answer ExtractorSoftware componentA cognition component that extracts the final answer from each completed reasoning path so that answers from independently sampled paths can be compared and counted.
Fine-Tuned Step VerifierSoftware componentA reasoning verifier backed by a model fine-tuned on labeled correct and incorrect reasoning steps of a specific domain, including fallacy-detection training.
Flat PlannerSoftware componentA task planner that treats every action as equally fundamental and searches sequences of primitive actions, typically under STRIPS/PDDL precondition-effect semantics, without intermediate abstract tasks.
Formal Proof VerifierSoftware componentA reasoning verifier that translates agent reasoning into formal logical statements and checks them with a proof system, either proving correctness or pinpointing the violating step.
Geometric Distance HeuristicSoftware componentA heuristic estimator that computes closed-form geometric distance (Manhattan, Euclidean or Chebyshev) from a state's coordinates to the goal's, assuming obstacle-free movement.
Goal Alignment CheckerSoftware componentA reasoning validator that extracts stated user goals from the task and scores whether reasoning steps clearly address them, flagging drift into tangential analysis.
Goal RefinerSoftware componentA cognition component that interprets a vague user request, possibly through clarifying dialogue, into a structured goal with measurable success criteria, scope and timeline.
Goal SpecificationData artifactA shared, asynchronously updatable specification of the target state or outcome an agent's current plan must achieve (e.g., delivery address).
Goal-Based Decision EngineSoftware componentA decision engine that selects any action sequence achieving a specified target state, treating all goal-achieving actions as equally valuable.
Graph Search Planner abstractSoftware componentA task planner that finds a lowest-cost action or path sequence by systematically searching a weighted state-space graph from the current state to a goal state.
Graph of OperationsData artifactA domain-specific reasoning template specifying which thought transformations (generation, aggregation, refinement, pruning) to apply when, and the termination criterion, for a problem class.
Graph-of-Thought ControllerSoftware componentA thought exploration controller that builds a directed acyclic reasoning graph, selecting generation, aggregation or refinement transformations per a domain template and extracting the final solution.
HTN PlannerSoftware componentA task planner that recursively replaces abstract tasks in a task network with subtask networks from applicable decomposition methods until only primitive, executable tasks with consistent constraints remain.
Heuristic Decision EngineSoftware componentA decision engine that applies simplified heuristic rules keyed on a few salient features to reach good-enough decisions quickly, trading guaranteed optimality for speed.
Heuristic Estimator abstractSoftware componentA cognition component that estimates, for a search node, the remaining cost h(n) to the goal, guiding which candidates a search planner expands first.
Heuristic Rule SetData artifactA set of simplified shortcut decision rules, such as satisficing thresholds or lexicographic objective orderings, that terminate search on a single salient feature.
Hybrid Breadth-then-Depth Thought Search ControllerSoftware componentA tree search controller that explores diverse alternatives breadth-first at shallow depths, then switches to depth-first exploration of the most promising branches.
Hybrid Decision ArbiterSoftware componentA decision engine acting as meta-controller that routes each decision to the rule-based, utility-based, or learning-based engine suited to its nature and resolves conflicts among them by a strict precedence hierarchy.
Incremental Search ReplannerSoftware componentA replanner that retains the previous search tree and, on edge-cost changes, recomputes only nodes made inconsistent, restoring an optimal path without full re-search.
Independent Sampling Thought GeneratorSoftware componentA thought generator that samples each of k candidates independently from the current state without conditioning on previously generated candidates.
Information Gain ScorerSoftware componentA reasoning-step scorer that estimates, via conditional predictive value, how much each step reduces uncertainty about the final answer beyond prior steps.
Knowledge Graph Path ValidatorSoftware componentA verification component that checks every hop of a multi-hop knowledge-graph reasoning path follows semantically appropriate relations and that the full path answers the question's actual intent.
LLM Task PlannerSoftware componentA task planner that prompts a language model to break a goal into subgoals and select available functions for each, leveraging broad model knowledge rather than an encoded method library.
Layered Conflict Resolution PolicyData artifactA conflict resolution policy that applies priority first, then specificity as tiebreaker, then recency for remaining ties.
Learned Decision Policy abstractModel assetLearned parameters mapping states to actions, produced by reinforcement learning to maximize expected long-term reward.
Learned Heuristic EstimatorSoftware componentA heuristic estimator that runs a trained neural network over state features (e.g., obstacle configuration) to predict true remaining path cost.
Learned Heuristic ModelModel assetNeural network weights trained to estimate shortest-path distance from a state to the goal by analysing obstacle configurations.
Learned Meta Decision FusionSoftware componentA decision fusion aggregator using a meta-learner trained on outcome data to discover how best to combine diverse component outputs.
Learned-Policy Decision EngineSoftware componentA decision engine that selects actions by querying a policy or action-value model learned from experience or demonstrations, balancing exploration of new actions against exploitation of known good ones.
Local Constraint SchedulerSoftware componentAn optimization component that schedules primitive-level operations within one hierarchical subtask using linear programming or constraint satisfaction.
Local Surrogate ExplainerSoftware componentA decision explainer that perturbs a single input and fits a local approximation of the model to estimate each feature's contribution to that prediction.
Logic Conclusion VerbalizerSoftware componentA component that converts formally derived conclusions back into natural language, citing the logic rule applied to make the inference transparent.
Logic Rule LibraryData artifactA set of predefined formal inference rule functions (e.g., modus ponens, syllogisms, contraposition) available to a symbolic logic engine.
MCTS PlannerSoftware componentA task planner that incrementally grows a search tree from the current state by repeated selection, expansion, simulation and backpropagation cycles, returning the most-visited action within a compute budget.
MCTS Search ConfigurationData artifactA configuration artifact setting MCTS hyperparameters such as the exploration constant C, children per expansion, progressive-widening schedule, tree-size limit and pruning visit threshold.
MDP Policy SolverSoftware componentA decision engine that models a problem as a Markov decision process and derives a policy maximizing expected discounted sum of future rewards.
Majority Vote AggregatorSoftware componentA self-consistency aggregator that selects the answer appearing most frequently across sampled reasoning paths, counting every path equally.
Markov State AugmenterSoftware componentA state-representation component that enriches the current decision state with sufficient interaction history for the augmented state to satisfy the Markov property.
Memory-Bounded Search PlannerSoftware componentA graph search planner that performs depth-first search under an iteratively increasing f-value threshold, storing only the current path instead of open and closed lists.
Monte Carlo PlannerSoftware componentA simulation-based task planner that samples and evaluates complete trajectories through a forward model without maintaining a search tree, discarding intermediate states after each iteration.
Multimodal Fusion EngineSoftware componentA perception stage that combines synchronised heterogeneous inputs (vision, LiDAR, tactile, audio, text) into a unified environmental model, resolving conflicts between sources.
Natural Language to Logic TranslatorSoftware componentA component that converts natural-language statements into formal logical representations, typically propositional logic, with propositions and logical operators.
Negotiation Dialogue ManagerSoftware componentA cognition component that exchanges proposals, preferences, constraints and reasoning with a human counterpart and recomputes proposals under revised constraint sets until a mutually acceptable solution emerges.
Neural Perception ModelModel assetA trained neural network (e.g., CNN or classifier) that recognizes patterns in unstructured inputs such as images or sensor data and outputs detected features with confidence scores.
Neural-to-Symbolic TranslatorSoftware componentAn interface component that converts neural probability outputs into symbolic predicates for rule reasoning while preserving uncertainty, e.g., certain/possible predicates, fuzzy truth values, or probabilistic facts.
Numbered Step Reasoning TemplateData artifactA structured reasoning prompt template that delineates reasoning as explicitly numbered steps such as identify information, choose approach, apply, verify, state answer.
Optimal Heuristic Search PlannerSoftware componentA graph search planner that expands nodes in order of g(n)+h(n) with an admissible heuristic, guaranteeing the lowest-cost path if one exists.
Order-of-Entry Conflict Resolution PolicyData artifactA conflict resolution policy that fires the first matching rule in knowledge-base order, ignoring or deferring later matches.
Outcome Probability EstimatorSoftware componentA cognition component that estimates the conditional probability of each outcome state given a candidate action, from current state, models and historical outcome data.
Output Format SpecificationData artifactAn instruction artifact defining the structure an agent's responses must follow (e.g., structured markdown or fields) so outputs are consistent and machine-processable downstream.
Output VerifierSoftware componentA deterministic checker that validates agent outputs against objective quality checks, such as unit tests or metric thresholds, and triggers revision when they fail.
POMDP Policy SolverSoftware componentA decision engine that models sequential decisions as a partially observable Markov decision process, explicitly representing history-dependent dynamics.
Page State ObserverSoftware componentA perception component that captures the current web page state, including screenshots and visible interface elements, as the observation the agent and evaluators reason over.
Paradigm Boundary ValidatorSoftware componentA validation component that checks inputs crossing from one paradigm component to another for anomalies or low confidence before they trigger downstream rules, invoking conservative fallbacks.
Pareto Frontier OptimizerSoftware componentA multi-objective decision component that computes the set of non-dominated (Pareto-optimal) candidate solutions across unweighted objectives instead of a single scalarized optimum.
Pareto Frontier SetData artifactA set of non-dominated candidate solutions annotated with their per-objective scores, exposing the trade-off structure between objectives.
Partner Preference ModelerSoftware componentA cognition component that infers a negotiation counterpart's preferences and priorities from their proposals and questions.
Perception InterpreterSoftware componentA perception component that interprets inputs in temporal and domain context, extracting entities, intent, sentiment, events, relationships and implicit references as structured output.
Persistent Search Tree StoreData storeA store retaining a search's per-node cost values, parent pointers and consistency information across planning cycles so later replans can reuse them.
Plan Constraint PropagatorSoftware componentA planning component that incrementally checks ordering, causal-link, resource, temporal and state constraints after each decomposition step and forward-checks preconditions to trigger early backtracking.
Plan Deviation MonitorSoftware componentAn execution-monitoring component that compares primitive outcomes with operator-predicted effects and identifies the abstraction level whose assumptions failed.
Plan ExecutorSoftware componentA component that iterates through planned steps, invoking tools or delegating to sub-agents for each, tracking progress and reporting failures.
Plan RepairerSoftware componentA replanner that identifies the invalidated segment of the current plan and searches only for a patch reconnecting to its still-valid later segments.
Plan Template AdapterSoftware componentA planning component that retrieves a structurally matching cached plan template and adapts it to a new request through parameter substitution or few-shot prompting instead of regenerating the plan.
Plan Template ExtractorSoftware componentA component that abstracts completed agent execution plans into parameterized workflow templates and stores them for reuse by structurally similar future requests.
Plan ValidatorSoftware componentA pre-execution validator that checks whether an agent's proposed plan—tool choices, step ordering and parameters—satisfies the task requirements and declared dependency rules before any tool runs.
Planning Constraint SetData artifactDeclarative resource capacities, temporal (deadline, duration, synchronisation) constraints and global state invariants that every valid plan must respect throughout execution.
Planning Latency BudgetData artifactA configuration of the maximum time available to produce or revise a plan before the result is useless (e.g., control-loop path update deadline).
Policy NetworkModel assetNeural network weights trained on expert demonstrations to predict action probabilities for a state, used as search priors and rollout guidance.
Precompiled Context TemplateData artifactA pre-compiled, domain- or specialty-specific context block injected into prompts in place of dynamically generated context for a known task type.
Predictive Decision ModelModel assetTrained classifier or scoring model weights whose predictions (e.g., loan approval, hiring screen, diagnosis, risk score) drive consequential decisions about individuals.
Problem Constraint SpecificationData artifactA declarative configuration (e.g., YAML) listing the hard constraints and prioritized soft constraints of a constraint-satisfaction problem against which candidate states are checked.
Progress ValidatorSoftware componentA cognition component that checks each iteration's tool results against success criteria to decide whether the workflow advanced or strategy must change.
Prompt Exemplar SetData artifactA curated collection of task-specific example prompts and reasoning traces supplied to the model to steer agent reasoning and tool selection.
Quality-Weighted Vote AggregatorSoftware componentA self-consistency aggregator that weights each sampled path's vote by its reasoning-quality score, and can average stated probabilities weighted by quality.
Question DecomposerSoftware componentA cognition component that breaks a complex multi-hop question into an ordered set of sub-questions, each representing a distinct information need.
Rationale SelectorSoftware componentA cognition component that chooses, among sampled reasoning paths reaching the consensus answer, the highest-quality path to present as the explanation.
Reactive PlannerSoftware componentA task planner that continuously replans from current observations instead of committing to a deliberative multi-level plan, suited to environments that change faster than planning completes.
Reasoning Consistency CheckerSoftware componentA verification component that uses entailment judgments and entity resolution to detect contradictory assertions across steps of a reasoning chain.
Reasoning EngineSoftware componentA cognition component that produces explicit reasoning steps, generated outputs, and structured function-call proposals from task context and tool metadata via LLM calls.
Reasoning Path Quality ClassifierSoftware componentA lightweight classifier that scores each sampled reasoning path from 0 to 1 on coherence, faithfulness and task relevance, supplying vote weights and rationale rankings.
Reasoning Path SamplerSoftware componentA cognition component that generates k independent complete chain-of-thought reasoning paths for one problem using stochastic decoding (temperature, top-k, nucleus sampling) instead of greedy decoding.
Reasoning Strategy RefinerSoftware componentA metacognitive component that analyses failed reasoning graphs post-execution for failure modes (premature aggregation, unproductive refinement loops, erroneous pruning) and revises reasoning-strategy templates.
Reasoning Strategy RouterSoftware componentA routing component that sends each query either to single-path chain-of-thought reasoning or to multi-sample self-consistency according to estimated difficulty, stakes and cost policy.
Reasoning Verifier abstractSoftware componentAn abstract external verification component that judges the correctness of an agent's reasoning steps or chain, independently of the model that produced them.
Recency Conflict Resolution PolicyData artifactA conflict resolution policy that fires the most recently added or modified matching rule first.
Reflection Critic abstractSoftware componentAn abstract cognition component that critiques a generated output against evaluation criteria, identifies errors or gaps, and triggers a refined generation.
Replan Trigger Threshold LearnerSoftware componentA learning component that trains a classifier on historical flagged and ignored discrepancies and their outcomes to adjust replanning thresholds per context.
Replan Trigger Threshold PolicyData artifactA configuration of discrepancy thresholds (statistical and absolute) above which monitoring escalates to replanning.
Replanner abstractSoftware componentA component that revises the current plan from execution error observations, e.g., inserting retries, substituting cached sources, or reordering steps.
Response Confidence ModulatorSoftware componentA post-generation component that adjusts response wording, adding hedges or explicit uncertainty acknowledgments, according to confidence and grounding-support levels.
Reward Function SpecificationData artifactA specification of the immediate payoff received on each state transition, together with the discount factor, from which long-term utility is derived.
Risk Attitude Policy abstractData artifactAn abstract configuration fixing the curvature of a utility function, and hence whether the agent prefers certainty or gambles of equal expected value.
Risk-Averse Utility PolicyData artifactA risk-attitude configuration using concave utility (e.g., log or square root) that encodes diminishing marginal utility and preference for certainty.
Risk-Neutral Utility PolicyData artifactA risk-attitude configuration using linear utility u(x) = ax + b, so expected utility equals expected value.
Risk-Seeking Utility PolicyData artifactA risk-attitude configuration using convex utility (e.g., x squared for positive outcomes) that prefers gambles over certainty of equal expected value.
Rollout SimulatorSoftware componentA state value estimator that plays out an episode from a leaf state to a terminal state using a rollout policy and returns the terminal reward.
Rule InterpreterSoftware componentA cognition component that translates human-readable rules into executable form by parsing condition structure, evaluating condition predicates and executing rule actions.
Rule-Based AnalyzerSoftware componentA deterministic analyzer that applies domain rule checks or rule-based extraction as a lower-fidelity substitute for LLM-based analysis.
Rule-Based Decision EngineSoftware componentA decision engine that selects actions by applying fixed condition-action rules or rule hierarchies to the current state.
Salience (Priority) Conflict Resolution PolicyData artifactA conflict resolution policy that fires the matching rule with the highest explicitly assigned numeric priority first.
Search Budget PolicyData artifactA configuration artifact defining when a search planner must stop and return an action: fixed iteration count, wall-clock deadline, convergence criterion or a combination.
Search Tree PrunerSoftware componentA memory-management component that bounds search-tree growth by enforcing node-count limits, removing low-visit subtrees and, on action commitment, promoting the chosen subtree to root while discarding siblings.
Self-Consistency Aggregator abstractSoftware componentAn abstract cognition component that combines final answers from multiple independently generated reasoning chains or agents into one consensus answer by voting, exposing the agreement distribution.
Self-Consistency Sampling PolicyData artifactA configuration artifact mapping problem classes or difficulty tiers to sample count k, decoding parameters (temperature, top-k, top-p) and aggregation method for self-consistency.
Self-Reflection CriticSoftware componentA reflection critic in which the same model that generated an output critiques and refines it.
Semantic Entropy DetectorSoftware componentA hallucination detector that samples several responses to the same prompt and quantifies their semantic divergence, treating high variability as evidence the model is guessing.
Sensor Noise ModelData artifactA characterisation of expected sensor accuracy and actuator variability used to compute acceptable ranges for observations.
Sensor Stream SynchronizerSoftware componentA buffering component that aligns multimodal sensor streams to common timestamps, holding early data until all modalities for that time are available.
Sequential Proposal Thought GeneratorSoftware componentA thought generator that proposes candidates one after another, conditioning each new thought on the previously proposed candidates to cover distinct regions of the space.
Signal PreprocessorSoftware componentA perception stage that removes noise and extracts features from raw input signals before interpretation.
Similarity Exemplar SelectorSoftware componentAn exemplar selector that retrieves, for each input, the demonstrations most similar to it from the demonstration pool.
Situational Context IntegratorSoftware componentA cognition component that fuses short-term conversational context, long-term user patterns and preferences, and real-time environmental state into a single situation assessment used to interpret requests and plan interventions.
Specificity Conflict Resolution PolicyData artifactA conflict resolution policy that fires the matching rule with the most conditions, letting specific rules override general ones.
State Abstraction MapperSoftware componentA planning component that projects concrete world state into level-appropriate abstract state and aggregates concrete effects back into abstract state updates between hierarchy levels.
State Value Estimator abstractSoftware componentAn abstract cognition component that estimates the value of a newly expanded search-tree leaf state, producing the reward signal backpropagated through the tree.
State-Space GraphData storeA persistent graph of reachable states (e.g., grid cells, intersections, waypoints) and weighted transitions whose edge costs and blocked edges planners search over.
Stepwise Reasoning VerifierSoftware componentA reflection critic that validates each reasoning step as it is generated through layered entailment, contradiction, information-gain and periodic goal-alignment checks, triggering regeneration of failing steps.
Strategic AgentSoftware componentA self-interested agent that selects strategies by reasoning about or learning from competitors' actions in a non-cooperative environment.
Structured Reasoning Prompt Template abstractData artifactA prompt template that prescribes the format in which an agent exposes its reasoning, creating consistent step boundaries and evaluation checkpoints in reasoning traces.
Subthought Answer AggregatorSoftware componentA cognition component that extracts intermediate candidate answers from all reasoning branches within a single trace and selects an answer by majority or confidence-weighted vote.
Symbolic Logic EngineSoftware componentA deterministic inference component that identifies which formal rules apply to formalised premises and invokes predefined logic functions to derive valid conclusions.
Symbolic Math VerifierSoftware componentA reasoning verifier that extracts claimed mathematical operations from reasoning traces and independently checks them, including whether algebraic transformations preserve equality and preconditions such as non-zero divisors hold.
Symbolic Program ExecutorSoftware componentAn outer symbolic control program that executes a logical sequence of operations (parse, retrieve, infer, answer), each implemented by an embedded neural module.
Synthesis Prompt TemplateData artifactA prompt template instructing the LLM how to combine each context source for its strength when synthesizing an answer.
System Prompt TemplateData artifactVersioned instructions that define an agent's role, functional boundaries, task assignments and success criteria.
Tabular Value FunctionModel assetA learned policy model stored as a table holding one value estimate per state-action pair (Q-table).
Tagged Reasoning TemplateData artifactA structured reasoning prompt template that marks reasoning components by function with semantic tags (analysis, approach, execution, verification, conclusion).
Task NetworkData artifactThe evolving hierarchical partial plan: a tree or DAG of abstract and primitive tasks with decomposition edges, ordering constraints, causal links and resource assignments.
Task Planner abstractSoftware componentA cognition component that decomposes a high-level goal into a concrete ordered set of executable steps before execution begins.
Template Response GeneratorSoftware componentA fallback responder that returns a safe generic templated response when model-based generation fails.
Test-Based Vote AggregatorSoftware componentA self-consistency aggregator for generated code that executes each sampled implementation against provided test cases and selects among the samples that pass, instead of comparing output text.
Thought AggregatorSoftware componentA cognition component that synthesizes several source thoughts into one new thought with edges from every source, reconciling contradictions and eliminating redundancy.
Thought Decomposition SpecificationData artifactA design artifact defining what constitutes one thought for a problem class (e.g., one arithmetic operation, one narrative plan, one crossword word), fixing tree granularity.
Thought Evaluation Prompt TemplateData artifactA prompt template stating the evaluation criteria and rating form (categorical, numeric scale, or comparative vote) a model uses to assess intermediate reasoning states.
Thought Exploration Controller abstractSoftware componentAn abstract cognition controller that maintains multiple candidate intermediate thoughts, deciding which to expand, evaluate, prune or combine and when to terminate a deliberate reasoning episode.
Thought Generator abstractSoftware componentAn abstract cognition component that prompts a language model to produce k candidate next thoughts from the current reasoning state, conditioned on existing thoughts.
Thought RefinerSoftware componentA cognition component that improves a single thought in place through repeated critique-and-revise cycles, represented as a self-loop, until quality criteria or an iteration limit is met.
Thought Search PolicyData artifactA configuration artifact fixing tree-search parameters: breadth b, branching factor k, maximum depth and the pruning value threshold below which branches are abandoned.
Thought State Evaluator abstractSoftware componentAn abstract cognition component that uses a language model as a heuristic to assess how promising intermediate reasoning states are, producing signals that guide pruning and selection.
Token Uncertainty ScorerSoftware componentA statistical hallucination detector that flags generated outputs as uncertain using token log-probabilities, response perplexity and response-length anomalies relative to expected patterns.
Tree Search Controller abstractSoftware componentA thought exploration controller that navigates a tree of thoughts, each with exactly one parent, expanding, pruning and backtracking over branches according to a search strategy.
Uncertainty ExplainerSoftware componentAn explanation component that itemizes the sources of uncertainty behind a confidence level and states which additional information or investigation would raise confidence.
Uniform-Cost Search PlannerSoftware componentA graph search planner that expands nodes by accumulated cost (or depth) without heuristic guidance, yielding shortest paths from the start to all reachable nodes.
User Affect DetectorSoftware componentA natural-language-understanding component that interprets tone, intent and emotional state in user utterances to estimate escalation readiness versus patient information-seeking.
User Need PredictorSoftware componentA predictive component that forecasts upcoming user needs, and when users will recognise them, from historical trajectories and current state across immediate, medium-term and long-term horizons.
User Trajectory ModelModel assetMachine-learning model weights trained on user trajectories, i.e., typical transitions from current to future states, predicting what users will need next and when they typically recognise that need.
Utility Computation CacheData storeA cache that stores computed utility values so they can be reused for similar actions instead of being recalculated.
Utility Function SpecificationData artifactA declarative specification mapping outcomes to utility values: the objectives, their per-objective transforms, trade-off weights and risk-attitude shape.
Utility-Based Decision MakerSoftware componentA decision engine that scores each candidate action by expected utility, the probability-weighted sum of outcome utilities, and selects the action maximizing it.
Value NetworkModel assetNeural network weights trained, typically through self-play, to predict the eventual outcome (e.g., win probability) from an intermediate state.
Value Network EvaluatorSoftware componentA state value estimator that evaluates intermediate leaf states directly with a learned value network, replacing or shortening rollouts to terminal states.
Value Thought EvaluatorSoftware componentA thought state evaluator that rates each state independently on a categorical (sure/maybe/impossible) or numeric (1-10) scale estimating the likelihood it leads to a solution.
Verifier Ensemble AggregatorSoftware componentA cognition component that combines judgments from diverse reasoning verifiers by voting, weighted voting or a meta-model, treating disagreement as an uncertainty signal.
Verifier ModelModel assetModel weights fine-tuned on labeled correct and incorrect reasoning steps to judge reasoning correctness in a specific domain.
Vote Thought EvaluatorSoftware componentA thought state evaluator that presents all candidate states at one tree level together and asks the model to judge comparatively which is most promising.
Weighted Voting Decision FusionSoftware componentA decision fusion aggregator that weights each component's recommendation by its historical accuracy on similar cases, or takes a majority vote across redundant components.
World Model StateData storeThe agent's current structured model of its environment produced by perception, used to understand present state and predict future scenarios.
Zero-Shot CoT PromptData artifactA chain-of-thought prompt that supplies no demonstrations, only a reasoning trigger instruction (e.g., "Let's think step-by-step") appended to the problem.
Zero-Shot Step VerifierSoftware componentA reasoning verifier that judges individual reasoning steps by prompting a general-purpose LLM without task-specific training, outputting binary, graded or detailed judgments.

Memory (45)

Component that retains agent experience across steps or sessions: working, episodic, semantic, procedural memory.

ComponentKindDefinition
Compression Fidelity ValidatorSoftware componentA verification component that checks compressed summaries or extractions against their source through entailment, coverage and consistency checks before they replace original content in working memory.
Context Allocation PolicyData artifactA configuration artifact specifying per-task-type context-window allocation shares, the reserve fraction, utilization thresholds that escalate compression, and the advertised versus enforced capacity.
Context Budget AllocatorSoftware componentA memory-management component that divides an agent's context-window token budget among competing contents (system prompt, history, retrieval, reasoning traces, output) according to task type and observed utilization.
Context Window Manager abstractSoftware componentA memory component that tracks and manages how much conversation, reasoning, and observation history fits within the model's context window, signalling when older context will be dropped.
Conversation State Store abstractData storeA store holding per-session conversation history and agent state machine state used to continue a user's conversation across turns.
Decision Outcome History StoreData storeA store of past decisions, their context and realized outcomes (e.g., on-time delivery rates, demand coverage, click-through) used for estimation and backtesting.
Episode Encoder abstractSoftware componentAn abstract memory component that decides which experiences from an interaction become episodic memories and converts them into structured episode records.
Episode Pattern AbstractorSoftware componentA consolidation component that clusters related episodes and extracts general patterns across them, promoting the resulting rules to semantic or procedural memory.
Episode SchemaData artifactA data contract defining the facets of an episodic memory record: initial state, actions taken, outcomes and rewards, context metadata, agent reasoning state, and importance signals.
Episode SummarizerSoftware componentA consolidation component that prompts a language model to compress a verbose episode into an essential narrative of problem, root cause, solution, outcome metrics and lessons learned.
Episodic Memory StoreData storeLong-term memory of specific timestamped past events and interactions, queried by temporal proximity and event attributes.
Event-Based Episode EncoderSoftware componentAn episode encoder that records every discrete action or turn of an interaction with timestamps, producing high-granularity memory traces at high storage cost.
Execution Failure History StoreData storeA store of historical execution discrepancies and failures with their context (time, location, signature) and outcomes, retained across planning cycles.
Experience Replay BufferData storeA store of past experience transitions (state, action, reward, next state) from which batches are sampled to retrain learned models, mixing old and new experience.
External Session State StoreData storeA shared, network-accessible store (key-value or relational) that externalizes session state so every stateless replica can retrieve and update any user's conversation.
Full Conversation BufferSoftware componentA context window manager that appends every human message and agent response to history and injects the complete, untruncated history into each prompt.
Graph Reasoning State StoreData storeWorking-memory store holding all generated thoughts of a reasoning episode as DAG vertices with dependency edges, scores and transformation history, queryable and serializable.
Hierarchical History CompressorSoftware componentA context window manager that keeps recent turns verbatim, older turns as paragraph summaries and distant turns as key-fact metadata, while full history is stored externally for on-demand retrieval.
Importance-Weighted History RetainerSoftware componentA context window manager that scores each turn's importance from information density, user emphasis, task relevance and retrieval frequency, keeping high-scoring turns regardless of age and pruning low-scoring ones.
Instance-Local Session StateData storeSession state held in a replica's own memory, requiring session affinity so a user's requests return to the same replica.
MCTS Search Tree StoreData storeWorking-memory store of an MCTS search tree whose nodes are states and edges actions, holding per state-action pair the visit count N(s,a), cumulative reward Q(s,a) and child pointers.
Memory Conflict ResolverSoftware componentA memory component that reconciles contradictory retrieved or stored memories before they reach reasoning, using timestamp, frequency, outcome-quality or context-clustering strategies.
Memory ConsolidatorSoftware componentA component that asynchronously batches, indexes and persists perceived entities, events and learned patterns into the appropriate long-term memory stores.
Memory DeduplicatorSoftware componentA memory component that detects near-duplicate stored items by semantic similarity and merges them into a representative item with occurrence and outcome statistics.
Memory Importance ScorerSoftware componentA memory component that assigns each episode an importance score from outcome significance, rarity/novelty, feedback quality, recency and how often its lessons proved useful in later retrievals.
Memory Lifecycle ManagerSoftware componentA component that applies time-based, importance-based and load-adaptive decay policies to retain or evict stored memories.
Memory Link GeneratorSoftware componentA memory component that creates connections between related stored memories, giving memory a navigable structure from one memory to related concepts.
Memory Retrieval PolicyData artifactA configuration specifying memory retrieval parameters: ranking weights, decay rate, similarity threshold, top-k limit, token budget share and context metadata filters.
Memory RetrieverSoftware componentA retrieval component that dispatches a memory query to the memory type suited to it and returns filtered results.
Multi-Signal Relevance RankerSoftware componentA reranker that orders retrieved memory candidates by a weighted combination of semantic similarity, temporal recency decay, learned importance and other signals such as frequency or source reputation.
Procedural Memory StoreData storeLong-term memory of learned rules, task-execution patterns and strategies, activated by context pattern matching.
Procedural Skill ExecutorSoftware componentA memory component that runs a learned procedure from procedural memory outside the context window, taking parameters from the reasoning loop and returning only the result to working memory.
Prompt Context BuilderSoftware componentA memory component that rebuilds the complete prompt context (goal, completed-step results, current state, requested action) from external state before every stateless LLM invocation.
Semantic Memory StoreData storeLong-term memory of facts, concepts and structured user/domain knowledge, searched by embedding similarity.
Session Summary StoreData storeA mid-term memory store of extractive semantic summaries of earlier conversation segments, trading verbatim accuracy for capacity.
Significance-Based Episode EncoderSoftware componentAn episode encoder that records only significant experiences, such as failures, unusual outcomes, prediction mismatches, repeated attempts or explicit feedback, as estimated during the experience.
Sliding-Window History TruncatorSoftware componentA context window manager that retains only the most recent N items of a history field, discarding older ones.
Summarizing History CompressorSoftware componentA context window manager that summarises older turns into compact goal, fact, and decision summaries kept in state before pruning the full messages.
Thought Tree StoreData storeWorking-memory store of the current search tree, holding per node the problem state, operation history, evaluation metadata and the frontier or stack of unexplored alternatives.
Trajectory PrunerSoftware componentA context window manager that removes useless (dead-end), redundant (restated) and expired (no-longer-relevant) information from an agent's accumulated reasoning trajectory before it is re-sent to the model.
User Exception CatalogData storeA per-user long-term store of special and edge cases from prior interactions where standard assumptions failed and user-specific exceptions apply.
User Preference Profile StoreData storeA persistent per-user store of stable preferences learned across many interactions, such as communication style, preferred modalities, recurring constraints, preferred time slots and priorities.
Value Priority Profile StoreData storeA per-principal store of discovered value priorities, such as a patient's weighting of autonomy, safety, convenience and outcomes, used to adapt an agent's alignment specification to that individual.
Working Memory Buffer abstractData storeShort-term, in-context storage of the current task's reasoning traces, tool invocations, observations, and reflection insights, bounded by the model's context window.
Working Memory Fact StoreData storeA session-scoped store of case facts, derived intermediate conclusions with certainty factors, and goal status that rules pattern-match against during one reasoning session.

Knowledge & Data (185)

Component for ingesting, curating, indexing, and retrieving enterprise knowledge (ETL, chunking, embedding, vector and graph retrieval).

ComponentKindDefinition
Adaptive Retrieval Controller abstractSoftware componentAn abstract retrieval-gating component that decides per query whether to retrieve external knowledge or answer from the model's parametric memory, and which retrieval strategy to apply.
Answer Synthesizer abstractSoftware componentA software component that prompts an LLM to turn a question plus retrieved or queried results into a grounded natural-language answer.
Approximate Vector Search RetrieverSoftware componentA vector retriever that uses approximate nearest-neighbour search (e.g., HNSW, IVF), trading exactness and determinism for sub-linear query time.
Archive Graph StoreData storeA separate data store holding historical graph partitions queried only when explicitly needed.
Business Rule ValidatorSoftware componentA rule engine that evaluates domain-specific validity constraints, such as prices above cost, permitted status transitions or transaction limits, against incoming records.
CPU Embedding ServiceSoftware componentAn embedding service that runs transformer embedding models on CPUs, trading much higher latency and per-query cost for not needing GPU infrastructure.
CPU Vector Index StoreData storeA vector store that builds ANN indices (HNSW, IVF) and computes similarity search on CPUs.
Canonical Format SpecificationData artifactA configuration of standardization rules naming the canonical representation for each value type, such as ISO 8601 dates, E.164 phone numbers and fixed currency precision and symbol placement.
Cascading DeduplicatorSoftware componentA deduplicator that runs exact, fuzzy and semantic deduplication sequentially so each more expensive level only processes survivors of the cheaper ones.
Chart Data ExtractorSoftware componentAn image-to-text grounder that converts charts, plots, graphs and tables into linearized tables preserving exact values and structure.
Chart-to-Table ModelModel assetA specialised vision model that detects chart elements, reads values and labels via OCR and layout analysis, and outputs a linearized table.
Chunk Metadata ExtractorSoftware componentA transformation component that captures and normalizes contextual attributes, such as source, category, tags and timestamps, and attaches them to every chunk for filtered retrieval.
Chunk Schema ValidatorSoftware componentA pre-load validation component that checks each processed chunk, including embedding dimensionality, against the target collection schema and fails fast on violations.
Chunking PolicyData artifactA configuration fixing target chunk size, overlap, minimum chunk size and boundary-seeking order for a document chunker.
Citation ExtractorSoftware componentA post-generation component that links each statement in a generated answer to the retrieved source documents it relies on, producing structured source attributions for the response.
Coarse-to-Fine Vector RetrieverSoftware componentA vector retriever that first searches truncated low-dimensional embeddings to shortlist candidates, then rescores the shortlist with full-dimensional embeddings.
Confidence-Gated Retrieval ControllerSoftware componentAn adaptive retrieval controller that first generates a parametric answer with an LLM self-rated confidence and triggers retrieval only when confidence falls below a threshold or an always-retrieve pattern matches.
Content Deduplicator abstractSoftware componentAn abstract transformation component that detects and removes redundant copies of documents or chunks before they are indexed.
Content Fingerprint StoreData storeA set of content fingerprints of already-processed documents or chunks used for constant-time duplicate lookups.
Context Assembler abstractSoftware componentA software component that combines retrieved document content and graph relationship context into a grounded prompt context.
Context CompressorSoftware componentA prompt-preparation component that shrinks retrieved context by summarizing documents, extracting bullet points, and truncating to the most relevant passages before generation.
Contrastive Image-Text EncoderModel assetA pair of text and image encoders trained jointly with contrastive loss so matching text-image pairs map to nearby vectors in one shared space.
Corpus Coverage AnalyzerSoftware componentAn analysis component that uses topic modeling to map the corpus against a taxonomy of required topics, identifying gaps and measuring topic density.
Cost-Optimized Embedding ModelModel assetA smaller, lower-dimensional dense embedding model offering solid general retrieval quality at substantially lower cost.
Cross-Encoder Reranking ModelModel assetA trained cross-encoder model that jointly encodes a query and a candidate document to output a query-document relevance score used for reranking.
Cross-Modal RerankerSoftware componentA reranker that scores mixed-modality candidates (text, image, audio) against the query with a multimodal model and selects the top-K regardless of modality.
Cross-Modal Reranking ModelModel assetA multimodal relevance model that scores candidates of different modalities against a query in a comparable way.
Cross-System Record Conflict ResolverSoftware componentAn autonomous agent component that detects and reconciles conflicting values for the same record across disparate source systems, such as different EHR platforms.
Data Format NormalizerSoftware componentA transformation component that rewrites heterogeneous representations of dates, phone numbers and monetary values into canonical forms during ETL transformation.
Data Quality GateSoftware componentAn enforcement component that applies accept, flag or reject policy to validation results per document and per batch, keeping enforcement separate from validation logic.
Data Quality Rule SetData artifactA declarative configuration of validation rules (value ranges, regex format patterns, minimum content length, date windows, cross-field constraints) each mapped to an enforcement severity.
Data Quality ValidatorSoftware componentA validation engine that applies a composable set of schema, type, range, format and cross-field checks to each incoming document and returns severity-graded, structured validation results.
Data Source Connector abstractSoftware componentAn abstract extraction component that interfaces with one class of source system to pull raw records or documents in their native format for an ETL pipeline.
Data Value Anomaly DetectorSoftware componentA statistical consistency checker that flags field values deviating significantly from historical ranges or violating known numeric constraints as potential factual errors.
Deduplication Threshold ConfigurationData artifactA configuration of fuzzy and semantic similarity thresholds that trades duplicate recall against false-positive removal of legitimately different documents.
Dense-Sparse Hybrid RetrieverSoftware componentA retriever that runs dense vector search and sparse keyword search in parallel and returns the union of their results.
Dependency-Parse Relation ExtractorSoftware componentA rule-based relation extractor deriving triples from subject-verb-object patterns in a syntactic dependency parse.
Distributed Vector Index StoreData storeA self-operated, horizontally distributed vector store built for maximum throughput over billions of vectors, supporting sparse and dense vectors per collection, multi-level tenant isolation and hot/cold storage tiering.
Document Archive StoreData storeA store holding superseded document versions and expired time-sensitive content removed from the active retrievable corpus.
Document Chunker abstractSoftware componentA software component that splits raw documents into chunks for embedding and entity extraction.
Document IngestorSoftware componentA component that extracts text, tables and chart values from source documents such as PDFs into structured data.
Document Metadata StoreData storeA persistent store of per-document and per-chunk metadata (source, version, attributes) used to filter retrieval results and to attribute citations to source documents.
Document Quality FilterSoftware componentA transformation gate that rejects extracted documents failing configured quality checks, such as length bounds, word count, boilerplate, language or timeliness, before they are chunked and indexed.
Document Structure ValidatorSoftware componentA validator that parses documents to confirm expected sections are present, content meets minimum length thresholds, and text is not truncated.
Document Version ReconcilerSoftware componentA component that uses document identifiers and version timestamps to archive superseded or expired versions and ensure each unique document appears only once in the active corpus.
Domain OntologyData artifactA hierarchical concept taxonomy with inherited properties and logical integrity constraints that gives rule, utility, and learning components shared concepts at different abstraction levels.
Domain-Specific Embedding ModelModel assetA text embedding model trained or fine-tuned on a domain's terminology, excelling at specialized concepts within that domain.
Embedded Vector Index StoreData storeA lightweight vector store that runs in-process inside the application as a library, requiring no separate services, network API or infrastructure.
Embedding CacheData storeA cache of previously computed vector embeddings for frequently queried documents or queries, so semantic search avoids recomputing them.
Embedding Service abstractSoftware componentA service that converts text or other media into vector embeddings for similarity search.
Entity Linker abstractSoftware componentAn abstract software component that resolves entity mentions with varying surface forms to a single canonical entity identifier.
Entity RecognizerSoftware componentA software component that detects typed entity mention spans (person, organization, location, date, money, product) in text.
Entity ReconcilerSoftware componentA software component that automatically merges duplicate entities, corrects relationship directions, and prunes obvious errors in the graph.
Entity Reference CatalogData storeA reference knowledge base of canonical entity identifiers (e.g., encyclopedic IDs, ticker symbols) used to resolve entity mentions.
Event Stream ConsumerSoftware componentA data source connector that continuously consumes messages from event streams or message queues so new knowledge is integrated in near real time.
Exact Hash DeduplicatorSoftware componentA content deduplicator that fingerprints content with a cryptographic hash and discards items whose fingerprint has already been seen.
Exact Vector Search RetrieverSoftware componentA vector retriever that computes similarity against every stored vector to return the exact top-K results deterministically.
File Store ExtractorSoftware componentA data source connector that discovers files in file systems or object storage via path patterns and extracts those modified since the last run using file metadata.
Filter-Optimized Vector Index StoreData storeA vector store whose index and query engine are explicitly optimized for combining vector similarity with complex metadata filter expressions without latency degradation.
Fixed-Length ChunkerSoftware componentA document chunker that splits text at fixed character or token counts regardless of sentence or topic boundaries.
Flat Index ConfigurationData artifactA vector index configuration performing exact nearest-neighbour search by scanning every stored vector.
Full-Text Index LoaderSoftware componentA loader that inserts cleaned text into a full-text search index whose analyzers tokenize content for exact phrase matching.
Fusion Weight SelectorSoftware componentA retrieval-preparation component that sets the dense/sparse fusion weight per query from query characteristics such as technical terms, product codes or natural-language phrasing.
Fuzzy Text DeduplicatorSoftware componentA deduplicator that compares documents with a length-normalized string distance and removes those whose similarity exceeds a configured threshold.
Fuzzy-Match Entity LinkerSoftware componentAn entity linker that merges mentions into existing entities by string edit-distance similarity, deferring uncertain matches to human review.
GPU-Accelerated Vector Index StoreData storeA vector store that builds approximate-nearest-neighbour indices and executes similarity search and metadata filtering in parallel on GPUs.
General-Purpose Embedding ModelModel assetA text embedding model trained on broad corpora that offers strong performance across diverse content types.
Graph Analytics EngineSoftware componentA software component that runs whole-graph algorithms on in-memory projections and writes precomputed results back as node properties.
Graph Consistency ValidatorSoftware componentA validation component that checks proposed knowledge graph additions, removals and edge changes against graph constraint rules and rejects or cascades updates that would create contradictions.
Graph Quality AuditorSoftware componentA software component that periodically scans the graph for orphaned nodes, suspicious relationship patterns, and near-duplicate entities.
Graph Retention ManagerSoftware componentA software component that moves aged graph data to archive storage and leaves summary nodes, keeping the active graph compact.
Graph RetrieverSoftware componentA retriever that executes pattern-matching traversal queries over a knowledge graph and returns structured results.
Graph Rule InferencerSoftware componentA knowledge component that applies declared graph rules to stored facts to derive implied facts and compose constraints, returning conclusions with their explicit relationship paths.
Graph SchemaData artifactA data artifact enumerating the node labels, relationship types, and properties available in a knowledge graph.
Graph Schema IntrospectorSoftware componentA software component that reads a live knowledge graph and extracts its schema metadata for use in query generation.
Graph-Constrained Vector RetrieverSoftware componentA hybrid retriever that first selects semantically similar candidates by vector search, then filters them by graph relationship constraints such as temporal proximity, causal connection, entity overlap or interaction pattern.
Graph-Enhanced RetrieverSoftware componentA hybrid retriever that returns semantically retrieved chunks annotated with relationship metadata drawn from the knowledge graph.
Grounded Answer Prompt TemplateData artifactA prompt template instructing the LLM to answer using only the supplied retrieved context and to cite sources by numbered reference, together with low-temperature generation settings.
Grounded Text RetrieverSoftware componentA multimodal retriever that searches a text index containing native text plus text generated from images and audio, returning chunks with source-modality metadata.
HNSW Index ConfigurationData artifactA vector index configuration building a hierarchical navigable small-world graph for millisecond approximate search at very large scale.
Heuristic Image Type ClassifierSoftware componentAn image type classifier that labels images as charts using visual heuristics such as the presence of axis labels, legends, or grid patterns.
Hierarchical ChunkerSoftware componentA document chunker that produces nested chunks mirroring document structure (document, section, paragraph) so each chunk retains its structural context.
High-Accuracy General Embedding ModelModel assetA large general-purpose dense embedding model producing high-dimensional vectors for maximum semantic retrieval accuracy on short-to-medium passages.
Hosted Embedding API ServiceSoftware componentAn embedding service consumed from a third-party provider's hosted API, billed per token, with the provider operating models and infrastructure.
Hybrid Retriever abstractSoftware componentA retriever that combines vector similarity search with knowledge-graph traversal, linking entities found in retrieved text to graph nodes.
IVF Index ConfigurationData artifactA vector index configuration that partitions vectors into k-means clusters (nlist) and searches exactly within only the most relevant clusters.
Image CaptionerSoftware componentAn image-to-text grounder that prompts a vision-language model to generate detailed captions describing objects, spatial relationships, scene context, colours, and visible text.
Image Type Classifier abstractSoftware componentAn abstract preprocessing classifier that assigns each image a content class, such as chart/plot versus general image, to drive processing-path selection.
Image-to-Text Grounder abstractSoftware componentAn abstract preprocessing component that converts image content into searchable text (captions or structured data) so it can be embedded and retrieved with standard text retrieval.
In-Store VectorizerSoftware componentA vector store module that automatically calls an external embedding provider to vectorize raw text on insert and on query when no vector is supplied.
Index Integrity ValidatorSoftware componentA post-loading validator that checks stored vectors have the expected dimensionality and are not degenerate and that every loaded chunk is searchable in the index.
Joint Multimodal Embedding ServiceSoftware componentAn embedding service that encodes both text and images into one shared vector space with jointly trained encoders, enabling cross-modal similarity search without conversion.
Keyword RetrieverSoftware componentA retriever that ranks documents by sparse keyword (lexical) matching against the query rather than by embedding similarity.
Knowledge Base AuditorSoftware componentA curation component that periodically verifies knowledge base content against authoritative sources and validates source credibility, flagging inaccurate or unattributed entries.
Knowledge Base RefresherSoftware componentAn update pipeline that ingests new or changed publications from authoritative sources into the knowledge base when they are released, keeping retrieval sources current.
Knowledge Chunk Metadata SchemaData artifactA data contract for semantic-memory chunk metadata recording source document, chunk position, last-updated timestamp, temporal validity period, version and source type.
Knowledge Gap DetectorSoftware componentA curation component that detects cases where symbolic knowledge is missing or inconsistent and requests targeted human input to grow the knowledge base incrementally.
Knowledge Graph LoaderSoftware componentA software component that idempotently writes extracted entities and relationships into the knowledge graph in batched transactions.
Knowledge Graph Rule SetData artifactA set of logical constraints and inference rules over a knowledge graph, such as transitivity of located_in, cardinality limits, or clinical guideline rules.
Knowledge Graph Store abstractData storeA store of entities and relationships enabling multi-hop relational and causal reasoning that vector similarity cannot represent.
Knowledge Retrieval AgentSoftware componentA specialised agent that searches the knowledge base by vector similarity and returns documents filtered to the requester's access level.
Knowledge Source RouterSoftware componentA routing component that determines which of several heterogeneous knowledge sources (databases, spreadsheets, document repositories, email archives) should be searched for a given information need.
Knowledge Source SystemData storeAn authoritative upstream system, such as a document repository or an operational CRM, trading or risk database, from which semantic-memory content is extracted.
Knowledge Store Loader abstractSoftware componentAn abstract load-stage component that inserts processed records, embeddings and metadata into a target knowledge store.
Knowledge-Base Entity LinkerSoftware componentAn entity linker that resolves mentions to identifiers in a reference knowledge base using an entity linking service.
Lexical Index StoreData storeAn index over the full text of the corpus supporting sparse term-based scoring (e.g., BM25) for exact keyword and phrase matching.
Lexical RerankerSoftware componentA reranker that applies keyword (BM25) scoring only to the top vector-search candidates instead of fusing over the full collection.
Long-Context Embedding ModelModel assetA dense embedding model with a very large input context and bidirectional attention, able to embed long technical, legal or research documents with little or no chunking.
Managed Vector Index StoreData storeA fully managed, cloud-hosted vector store whose provider handles scaling, multi-region replication and real-time indexing, exposing no cluster or index tuning to the user.
Metadata-Filtered RetrieverSoftware componentA vector retriever that applies metadata predicates (modality, speaker, time period, source) to narrow the search space before vector similarity search.
Modality-Specific Embedding ServiceSoftware componentAn embedding service that uses a separately chosen, modality-optimised embedding model for each content type, writing to that modality's own vector store.
Modality-Specific Vector StoreData storeA vector store dedicated to one modality's embeddings (text, image, or audio), possibly using a storage technology specialised for that modality.
Multi-Hop Answer SynthesizerSoftware componentAn answer synthesizer that combines sub-answers and supporting facts from multiple documents into a final answer attributed to its contributing sources.
Multi-Hop Retrieval ControllerSoftware componentA retrieval control component that answers a question requiring evidence from several documents by iterating hops: resolving each sub-question, retrieving evidence, carrying intermediate answers forward, and handing results to synthesis.
Multi-Signal Entity ResolverSoftware componentAn entity linker that unifies records across source systems into canonical entities by combining name fuzzy and embedding similarity, contact overlap, known parent-subsidiary links and transaction-history patterns.
Multimodal Answer SynthesizerSoftware componentAn answer synthesizer that prompts a vision-language model with the query, retrieved text, and retrieved images to produce grounded answers, including visual question answering.
Multimodal Chunk Metadata SchemaData artifactA data contract for chunk metadata recording source modality flag, original asset reference, page/section, timestamps, speaker, language, confidence, and extracted tables.
Multimodal Content RouterSoftware componentA preprocessing router that dispatches each extracted content element to the processor suited to its modality and image type: chart extractor, image captioner, speech transcriber, or text chunker.
Multimodal Context AssemblerSoftware componentA context assembler that detects retrieved chunks derived from images via metadata flags, loads the original images, and builds a multimodal prompt combining query, text context, and images.
Multimodal Retriever abstractSoftware componentAn abstract retriever that returns the most relevant items for a query across text, image, and audio content, whatever modality they originated in.
NER ModelModel assetA trained transformer model that classifies text spans into named-entity types.
Near-Duplicate DetectorSoftware componentA content deduplicator that uses locality-sensitive signatures to detect near-identical documents above a configurable similarity threshold.
Neural Knowledge ExtractorSoftware componentA knowledge-engineering component that bootstraps symbolic rules and relationships from trained neural models (attention weights, embedding clusters, expert-validated predictions) for expert validation.
Neural Relation ExtractorSoftware componentA relation extractor using a classifier trained on annotated corpora to recognize semantic relationships beyond syntactic structure.
Overlapping Window ChunkerSoftware componentA document chunker that emits chunks sharing overlapping content with their neighbours so that context spanning boundaries remains retrievable.
Paginated API ExtractorSoftware componentA data source connector that pulls records from web service APIs page by page, managing authentication, pagination tokens, rate limits and server-side updated-since filters.
Parallel Fusion RetrieverSoftware componentA hybrid retriever that queries the vector index and the knowledge graph independently in parallel and merges their results.
Parallel Sub-Query Retrieval ControllerSoftware componentA retrieval control component that issues retrieval for all independent sub-queries concurrently and gathers per-sub-query context, so total latency approximates the slowest single retrieval.
Parametric Answer GeneratorSoftware componentAn answer-generation component that prompts the LLM to answer from its parametric (weight-encoded) knowledge without retrieved context, used for retrieval-free queries and as a retrieval fallback.
Per-Modality Fan-Out RetrieverSoftware componentA multimodal retriever that searches every modality-specific vector store in parallel, collecting each store's top-N candidates for cross-modal reranking.
Personal Data StoreData storeA system-of-record database holding identifiable personal data about data subjects, such as customer, patient, employee or applicant records, processed by an application or AI system.
Precedent Case RetrieverSoftware componentA retrieval component that finds the most similar previously decided cases, with their final outcomes and reviewer reasoning, using similarity over case characteristics and demographics, to contextualize a current decision.
Production Rule BaseData artifactA versioned knowledge base of explicit if-then decision rules, each with conditions, actions, priority (salience), optional confidence score and documented rationale, that applies across all cases.
Property Graph StoreData storeA knowledge graph store using the property graph model, with labelled nodes and typed directed edges that both carry key-value properties.
Punctuation and Capitalization RestorerSoftware componentA transcription post-processing component that applies a model to raw ASR output to insert punctuation and correct capitalization.
Quality Filter Rule SetData artifactA configuration of document quality thresholds and reference lists, such as minimum and maximum length, minimum word count and boilerplate phrases, applied by a quality filter.
Query RewriterSoftware componentA retrieval-preparation component that reformulates a question or sub-question into a search query, incorporating intermediate answers from earlier hops.
Query-Type Retrieval RouterSoftware componentAn adaptive retrieval controller that classifies each query by type (calculation, factual, comparison, procedural) and routes it to the matching strategy: direct generation, standard, decomposed, or expanded retrieval.
RDF Triple StoreData storeA knowledge graph store representing facts as subject-predicate-object triples following W3C semantic web standards.
Referential Integrity ValidatorSoftware componentA validator that checks that document cross-references, internal links, citations and referenced IDs resolve to existing documents and that relationships agree across sources.
Relation Extractor abstractSoftware componentAn abstract software component that identifies typed semantic relationships (triples with properties) between entity pairs mentioned in text.
Relational Vector Extension StoreData storeA general-purpose relational database extended with a vector type, distance functions and vector indexes, storing embeddings beside relational data under ACID transactions.
Required Topic TaxonomyData artifactA taxonomy enumerating the topics a knowledge base must cover for its agent's use cases, used as the reference for coverage analysis.
Reranker abstractSoftware componentA software component that deduplicates and re-scores candidate results from one or more retrieval sources into a single ranking.
Retrieval Confidence FilterSoftware componentA retrieval post-processing component that scores retrieved candidates for relevance confidence and discards marginal matches below a threshold, signalling when no sufficiently relevant context exists.
Retrieval Result CacheData storeA cache of previously retrieved documents and context, reused to cut retrieval latency for repeated queries and to continue service when live retrieval fails.
Retrieval Routing Rule SetData artifactA configuration of query-type-to-strategy mappings, confidence thresholds and always-retrieve patterns (e.g., product names, pricing, medical or policy topics) that governs adaptive retrieval decisions.
Retrieval-Augmented Graph RetrieverSoftware componentA hybrid retriever that uses vector search to find relevant chunks, extracts and links their entities, then traverses only the subgraph around those entities.
Retrieval-Optimized Embedding ModelModel assetA compact dense embedding model trained specifically for search ranking, excelling at distinguishing near-duplicate documents within short passages.
Retriever abstractSoftware componentAn abstract software component that fetches the information needed to answer a query from an indexed knowledge source.
Self-Hosted GPU Embedding ServiceSoftware componentAn embedding service run on the organization's own GPU infrastructure behind an inference server, removing per-token API costs and keeping data on-premises.
Self-Managed Vector Index StoreData storeAn open-source vector store deployable on-premises, in the team's own cloud, or as a managed offering, holding embeddings plus metadata under a user-defined schema with an HNSW index.
Semantic Boundary ChunkerSoftware componentA document chunker that splits text at semantic boundaries such as section headers and paragraph breaks, targeting an average chunk size.
Semantic DeduplicatorSoftware componentA deduplicator that compares document embeddings and removes documents whose semantic similarity exceeds a configured threshold.
Source Change DetectorSoftware componentAn ingestion component that monitors source systems for modified documents using versions and modification timestamps and queues changed items for reindexing.
Source Document SchemaData artifactA formal data contract listing the required fields, data types and constraints (e.g., title, content, date, source) that every document must satisfy to enter the ingestion pipeline.
Source Extractor InterfaceInterfaceA uniform extraction contract under which every data source connector returns records carrying at least an identifier, content and last-updated timestamp.
Source Media StoreData storeA store of original non-text source assets (images, charts, audio recordings) referenced from chunk metadata for visual reasoning, citation, and playback.
Source Record ExtractorSoftware componentAn ingestion component that pulls entity records from multiple operational source systems into a staging area for resolution and graph construction.
Source Reputation CatalogData artifactA table of reliability scores per knowledge source type or publisher (e.g., peer-reviewed paper vs. unverified social post) used to weight retrieval ranking.
Source Schema ValidatorSoftware componentA validation component that checks extracted records or API responses against the expected source schema, surfacing source schema or API contract changes before processing.
Speaker DiarizerSoftware componentA transcription post-processing component that segments a multi-speaker recording by speaker and labels each transcript segment with a speaker identity.
Speech Recognition ModelModel assetA transformer ASR model that encodes audio spectrograms and decodes text with word- or sentence-level timestamp alignment, offered in size tiers trading accuracy for latency.
Speech TranscriberSoftware componentAn automatic speech recognition component that converts recorded audio into transcripts segmented at sentence level with start and end timestamps.
Subgraph CacheData storeA cache holding frequently accessed subgraph query results so repeated traversals are not re-executed.
Supporting Fact ExtractorSoftware componentA component that isolates the specific sentences within retrieved passages that support an answer, rather than passing whole passages to reasoning.
Text Cleaning ProfileData artifactA configuration artifact setting cleaning aggressiveness, such as case and punctuation preservation, per source type or language.
Text Embedding Model abstractModel assetA trained encoder model that maps text (queries, knowledge chunks, episode summaries) to fixed-dimension dense vectors whose cosine similarity approximates semantic relatedness.
Text Embedding ServiceSoftware componentAn embedding service that encodes text chunks, including text generated from images and audio, into a single text embedding space.
Text NormalizerSoftware componentA transformation component that strips markup, control characters and whitespace artifacts from extracted text to produce standardized input for chunking and embedding.
Text-to-Graph-Query TranslatorSoftware componentA software component that uses an LLM, grounded in the graph schema, to translate a natural-language question into an executable graph query.
Time-Indexed Transcript ChunkerSoftware componentA document chunker that groups timestamped transcript segments into duration-bounded windows ending at sentence boundaries, carrying start/end timestamps and source metadata.
Topic-Shift ChunkerSoftware componentA document chunker that encodes sentences and places boundaries where embedding discontinuities indicate topic shifts, yielding variable-size coherent chunks.
Unified Embedding RetrieverSoftware componentA multimodal retriever that encodes the text query into a shared text-image embedding space and retrieves text passages and images by cosine similarity from one store.
VLM-based Image Type ClassifierSoftware componentAn image type classifier that prompts a vision-language model to categorise each image (e.g., 'chart/plot' versus 'general') before routing.
Vector Batch IngestorSoftware componentAn ingestion component that groups prepared chunks, metadata and optional pre-computed vectors into adaptively sized batches and writes them to a vector store with retries and progress reporting.
Vector Collection SchemaData artifactAn explicit schema for a vector store collection declaring the fixed embedding dimensionality plus stored chunk text, source identifier, JSON metadata and an auto-generated primary key.
Vector Index Build Configuration abstractData artifactA build-time configuration fixing a vector collection's index type, graph connectivity (M), construction candidate-list size (efConstruction) and distance metric; changing it requires full re-indexing.
Vector Index BuilderSoftware componentA load-stage component that builds the configured approximate-nearest-neighbour index over a vector collection with the similarity metric matching the embedding model, then loads it into query-node memory.
Vector Index Store abstractData storeA database that stores vector embeddings and answers similarity queries.
Vector Retriever abstractSoftware componentA retriever that ranks document chunks by embedding similarity to the query.
Vector Search ConfigurationData artifactA query-time configuration setting ANN search depth (ef) and result count (k), adjustable per query without rebuilding the index.
Vector Store Query API abstractInterfaceThe network interface through which clients authenticate to a vector store and submit schema, ingestion and search requests.
Vector Store REST APIInterfaceAn HTTP/JSON vector store interface offering broad client compatibility and easy debugging with standard HTTP tools.
Vector Store gRPC APIInterfaceA binary-protocol vector store interface using HTTP/2 multiplexing for lower latency and higher throughput under load.

Model Serving (119)

Component that hosts, optimizes, routes, and executes model inference.

ComponentKindDefinition
Adaptive Batch Size ControllerSoftware componentA control component that adjusts inference batch size at runtime from observed queue depth and latency, enlarging batches during surges and shrinking them to hold latency objectives.
Agent Packaging InterfaceInterfaceA standard load-context and predict contract wrapping an agent so any compatible serving platform can load its artifacts and invoke it without deployment-specific code.
Attention Kernel abstractSoftware componentAn abstract accelerator kernel implementation that computes transformer self-attention over the current sequence and cached key-value projections.
Balanced Batching ConfigData artifactAn inference serving configuration with moderate batch-size ranges, millisecond-scale batching timeouts and multiple instances per GPU, allowing opportunistic batching without pathological latency at low traffic.
Balanced Vision-Language ModelModel assetA mid-sized vision-language model balancing visual understanding accuracy against compute cost for cloud serving.
Cache Dependency IndexData storeA store mapping each cached result to the data sources (e.g., database tables) it was derived from, so writes to a source identify every dependent entry to invalidate.
Cache InvalidatorSoftware componentA component that removes specific cache entries when underlying data changes, driven by database triggers, broadcast events, webhooks or operator commands.
Cache PolicyData artifactA configuration specifying cache TTLs per layer, eviction policy, key normalization and coordination strategy.
Cache WarmerSoftware componentA batch job that preloads responses for popular queries into the cache before traffic arrives.
Cache-Aware Inference RouterSoftware componentA load balancer for inference replicas that selects the target instance using model-serving state such as KV-cache contents, per-instance queue length, accelerator load and loaded LoRA adapters, plus request priority and cost.
Cacheable Prefix Prompt LayoutData artifactA prompt-structure convention that places static, frequently reused content (system instructions, tool definitions, stable user profile) first and variable request-specific content last so provider prefix caches can match it.
Complexity Pattern Rule SetData artifactA configuration of keyword patterns and a default tier that a rule-based classifier uses to map query phrasing to complexity classes.
Concurrent Inference Request DispatcherSoftware componentA client-side dispatcher that submits many independent inference requests concurrently or pipelined over pooled, multiplexed connections so the inference server can batch them into shared forward passes.
Contiguous KV Cache AllocatorSoftware componentA KV-cache allocator that reserves one contiguous buffer per request sized for the maximum sequence length at arrival.
Cost-Aware Hybrid KV Cache Eviction PolicyData artifactA hybrid eviction policy combining recency, priority and recomputation cost, biasing eviction toward short caches that are cheap to regenerate.
Database Response CacheData storeA cache stored as relational table records with ACID properties, enabling transactional invalidation, SQL querying and durable history of cached outputs.
Distilled Draft ModelModel assetA separate small draft model trained by knowledge distillation to minimize KL divergence from the target model's logits, learning the target's preferences rather than accuracy.
Distributed Response CacheData storeA network-accessible key-value cache shared by all replicas so a response computed once benefits every instance.
Draft Length ControllerSoftware componentA runtime control component that tracks speculative acceptance over a sliding window and raises or lowers the draft length K, disabling speculation when acceptance falls below a threshold.
Draft Token Proposer abstractModel assetModel weights that propose K speculative future tokens for a target model to verify in one parallel forward pass, selected for distributional alignment with the target rather than task accuracy.
Dynamic Batch SchedulerSoftware componentA batch scheduler that queues requests per model and dispatches a batch when a preferred batch size is reached or a maximum queue delay expires.
Dynamic Model LoaderSoftware componentAn inference-server component that loads, unloads and switches model versions from a model repository at runtime without restarting the server or disrupting in-flight requests.
Edge Inference RuntimeSoftware componentAn on-device inference runtime that executes compact, hardware-targeted model formats locally, operating autonomously when connectivity is absent.
Edge Vision-Language ModelModel assetA compact vision-language model (single-digit billions of parameters) sized to run on embedded edge GPU devices.
Edge-Optimized ModelModel assetA compact model (quantized, pruned, distilled or efficiency-designed) packaged for a specific class of edge hardware within its memory and latency budget.
Engine Build ConfigurationData artifactA build-time configuration selecting engine precision, attention kernel plugins, paged KV-cache use and batch limits when compiling a model into an inference engine.
Engine BuilderSoftware componentA model optimisation component that compiles a model into an accelerated inference engine using kernel fusion and precision reduction.
FIFO KV Cache Eviction PolicyData artifactAn eviction policy that removes the oldest requests' KV caches first.
FP16 Inference EngineModel assetA compiled half-precision model engine offering near-FP32 accuracy with halved memory, used as the accuracy baseline for lower-precision builds.
FP4 Inference EngineModel assetAn optimized inference engine using 4-bit floating-point representations for maximum compression.
FP8 Quantized EngineModel assetA compiled model engine using 8-bit floating-point precision for higher throughput with minimal accuracy loss on supporting hardware.
Fallback Chain PolicyData artifactA priority-ordered list of alternative resources (primary provider, secondary provider on different infrastructure, cached results) that a router attempts in sequence when the preferred resource fails.
Fallback LLM Inference ServiceSoftware componentA secondary LLM inference service from an independent provider, held in reserve to serve requests when the primary inference service is persistently degraded or quota-exhausted.
Feature Steering ControllerSoftware componentAn inference-time component that suppresses error-associated features or amplifies correctness-associated features in model activations to correct reasoning in real time.
Foundation LLM abstractModel assetGeneral-purpose large language model weights, ranging from frontier models used for planning to smaller models used for execution.
Fused Block-wise Attention KernelSoftware componentAn exact attention kernel that computes attention in fused blocks without materializing the score matrix, cutting memory traffic while producing identical results.
High-Accuracy Vision-Language ModelModel assetThe largest vision-language model tier, maximizing accuracy on visual question answering, OCR and chart interpretation at the highest compute cost.
Hosted Provider Inference APIInterfaceA cloud-hosted model provider's API offering function calling under provider-specific request, response, and schema-dialect conventions.
INT4 Quantized EngineModel assetA compiled model engine with 4-bit weights, optionally using activation-aware or mixed-precision schemes that keep influential weights at higher precision.
INT8 Quantized EngineModel assetA compiled model engine with 8-bit integer weights and activations whose quantization parameters come from calibration on representative inputs.
In-Flight Batch SchedulerSoftware componentA batch scheduler inside an LLM generation engine that admits new sequences and retires finished ones at each generation iteration instead of waiting for a full batch.
In-Process Response CacheData storeA cache held in a replica's application memory (e.g., dictionary or LRU), private to that instance and lost on restart.
Independent Draft ModelModel assetAn existing small pretrained language model used unmodified as a separate draft for speculative decoding.
Inference Backend abstractSoftware componentA pluggable execution module, loaded dynamically by an inference server according to model configuration, that runs a model in one specific framework runtime.
Inference Batch Scheduler abstractSoftware componentA server-side scheduler that groups concurrent inference requests into shared GPU executions to raise hardware utilisation, transparently to clients.
Inference Engine SelectorSoftware componentA startup component that inspects GPU architecture, compute capability and VRAM, selects a pre-compiled engine matching the detected hardware, and falls back to a portable runtime when none exists.
Inference Queue PolicyData artifactA per-model configuration of request priority levels, queue timeout actions and maximum queue depth that provides admission control and backpressure for an inference server.
Inference ServerSoftware componentA containerised model-serving runtime that hosts one or more models behind standard APIs, applying dynamic batching, multiple model instances, compiled engines, and multi-GPU distribution.
Inference Service Image abstractData artifactA container image packaging an inference runtime, engine-selection logic and a standard API so the same image deploys identically across cloud, data center and workstation GPUs.
Inference Serving Configuration abstractData artifactA configuration artifact fixing the served model, sampling temperature, maximum output tokens, engine optimisation, and batching and streaming modes for an inference endpoint.
Intent Classifier ModelModel assetTrained classifier weights that map a user utterance, in conversational context, to an intent category with a confidence score.
Interchange Model GraphModel assetA framework-neutral serialised computation graph (layers, operations, control flow and weights) of a trained model, used as input to quantization and engine compilation.
KV Cache Allocator abstractSoftware componentAn abstract inference-engine component that allocates and releases accelerator memory for each request's key-value cache.
KV Cache Eviction Policy abstractData artifactAn abstract policy deciding which requests' KV caches to evict or defer when cache demand exceeds available memory.
KV Cache ManagerSoftware componentAn inference-engine component that retains attention key-value states, including for shared prompt prefixes, so later requests skip recomputing them.
KV Cache StoreData storeAn accelerator-memory store of per-sequence attention key and value projections reused during autoregressive generation instead of recomputing earlier tokens.
LLM Generation BackendSoftware componentAn inference backend wrapping an autoregressive LLM generation engine that manages its own iteration-level batching and KV cache internally.
LLM Inference ServiceSoftware componentA service that returns LLM completions and structured function calls for prompts that include task context and tool metadata.
LLM Provider AdapterSoftware componentA client abstraction presenting a unified chat/completion interface over multiple LLM providers so that the model provider can be swapped by configuration without changing agent code.
LRU KV Cache Eviction PolicyData artifactAn eviction policy that removes KV caches of requests that have not generated tokens recently.
Large Language Model TierModel assetA frontier-scale model tier (e.g., ~405B parameters) that may exceed single-GPU memory and require sharding across interconnected GPUs.
Latency-Optimized Deployment ProfileData artifactA model deployment profile that minimises time-to-first-token, e.g., FP16 precision on a single GPU, sacrificing throughput.
Latency-Oriented Batching ConfigData artifactAn inference serving configuration with small maximum batch sizes and short batch timeouts to minimise per-request latency.
Latency-Tuned Decoding ConfigurationData artifactAn inference serving configuration of decoding parameters (low temperature, small max_tokens, reduced top_p, zero presence penalty) that trades response diversity and length for lower per-request latency.
Memory-Optimized Deployment ProfileData artifactA quantized model deployment profile that reduces memory footprint so a model fits smaller GPUs or edge devices, possibly at some cost in throughput and latency.
Model Artifact CacheData storeA shared store of model weights and adapters mounted by inference replicas so models load locally instead of being re-downloaded by each replica.
Model Deployment Profile abstractData artifactA pre-validated, hardware-specific bundle of serving decisions for one model (precision format, multi-GPU layout, batch sizes) selected when an inference microservice is deployed.
Model Ensemble DefinitionData artifactA declarative pipeline configuration specifying member models and the input/output tensor mappings, including conditional routes, between them.
Model Ensemble OrchestratorSoftware componentAn inference-server component that executes a declaratively defined multi-model pipeline server-side, feeding each model's outputs to the next without network round-trips.
Model Graph ExporterSoftware componentA model optimisation component that serialises a framework-specific model into a framework-neutral computation-graph format with declared dynamic input dimensions.
Model Metadata DescriptorData artifactA machine-readable description of a model's architecture, context length, tokenizer settings and build environment that serving runtimes use to configure backend engines.
Model PrunerSoftware componentA model optimisation component that removes low-contribution weights, neurons or layers and briefly fine-tunes to recover accuracy until a target sparsity is reached.
Model QuantizerSoftware componentA model optimisation component that re-represents weights and activations at lower numeric precision to cut memory use and raise throughput without retraining.
Model RepositoryData storeA versioned directory store of model artifacts and their serving configurations, mounted by an inference server from persistent or object storage.
Model RouterSoftware componentA routing component that directs each query to a model tier according to predicted complexity, user tier or heuristics to minimise cost at acceptable quality.
Model Routing PolicyData artifactA declarative policy mapping request characteristics such as token length or reasoning complexity to model tiers and providers, together with spending caps, applied centrally by the AI gateway.
Model-Specific Inference ImageData artifactAn inference service image dedicated to one model, shipping engines pre-compiled and validated for target GPU configurations with published performance benchmarks and automated integrity checking.
Multi-Model Inference ImageData artifactAn inference service image supporting a broad range of model architectures loaded on demand from catalogs, hubs or local storage and switched through API parameters.
NLI Scoring ServiceSoftware componentA model-serving service that returns entailment and contradiction probabilities for premise-hypothesis pairs using a natural language inference model.
Native Function-Calling API abstractInterfaceA model-serving interface that accepts tool definitions as JSON schemas and returns selected tool calls as guaranteed-valid structured JSON objects instead of free text requiring parsing.
OpenAI-Compatible Inference APIInterfaceA standardised HTTP inference API following OpenAI request formats, through which text, vision and embedding models are called uniformly regardless of the underlying model.
Optimized Inference Engine abstractModel assetA compiled, precision-reduced model engine produced for low-latency, high-throughput serving.
Output Token Limit PolicyData artifactA calibrated per-feature configuration of the maximum number of output tokens a model may generate, set to the smallest limit that preserves measured response quality.
Paged KV Cache AllocatorSoftware componentA KV-cache allocator that assigns fixed-size, possibly non-contiguous pages on demand from a free pool and maps them through a page table.
Portable LLM Runtime BackendSoftware componentAn inference backend that compiles dynamically at startup for any CUDA-capable GPU with sufficient memory, trading some peak performance for broad hardware compatibility.
Pre-compiled Engine BackendSoftware componentAn inference backend executing engines pre-compiled for a specific GPU architecture and memory size, with architecture-specific kernels, validated FP8/INT8 quantization and memory optimizations.
Priority KV Cache Eviction PolicyData artifactAn eviction policy that preserves caches of high-priority requests and evicts low-priority ones under memory pressure.
Quantization Calibration DatasetData artifactA sample of historical production-like inputs run through the model to observe per-layer activation ranges that set integer quantization parameters.
Quantization CalibratorSoftware componentA model optimisation component that runs representative inputs through a network to collect per-tensor activation statistics and computes quantization thresholds (scaling factors) minimising information loss.
Quantized Model CheckpointModel assetA framework-neutral model graph whose weights are stored at reduced integer or floating-point precision together with embedded quantization metadata (scaling factors, zero points), not yet compiled for a target GPU.
Query Complexity Assessor abstractSoftware componentAn abstract component that classifies an incoming query's complexity (e.g., simple, moderate, complex) before generation so that a router can select an appropriately sized model.
Query Complexity ClassifierSoftware componentA lightweight classifier that predicts a query's complexity from its embedding to inform model-tier routing.
Reasoning Chain CacheData storeA cache of intermediate reasoning steps and retrieved information keyed by query similarity, reused and adapted to answer related queries without repeating retrieval and reasoning.
Reasoning Language ModelModel assetA language model tier trained to emit extended internal reasoning, trading markedly higher token consumption for accuracy on complex tasks.
Request BatcherSoftware componentAn agent-layer component that accumulates multiple concurrent user queries and submits them to the model inference API as a single batch.
Response Cache abstractData storeA cache of complete agent/LLM responses keyed by (normalized) query so repeated requests are answered without inference.
Rule-Based Complexity ClassifierSoftware componentA query complexity assessor that matches predefined keyword patterns to label queries as simple or complex quickly and deterministically.
Self-Hosted Inference EndpointInterfaceA model inference endpoint served from the organisation's own GPU infrastructure that remains compatible with common function-calling request and response formats.
Self-Speculative Decoding HeadModel assetLightweight prediction layers attached to the target model that predict several future tokens simultaneously, enabling speculation without a separate draft model.
Semantic CacheData storeA response cache that matches incoming queries to cached ones by embedding similarity, so paraphrased questions reuse the same answer.
Sequence Batch SchedulerSoftware componentA batch scheduler for stateful models that binds each request sequence, identified by a correlation ID, to a slot on one model instance while dynamically batching across concurrent sequences.
Serving Configuration OptimizerSoftware componentAn automated search component that sweeps inference-server settings (instance count, dynamic-batching size and timeout, concurrency, cache sizing), measures each, and reports the latency-throughput Pareto frontier.
Serving Parameter TunerSoftware componentA runtime optimisation component that adjusts serving parameters such as GPU count, batch size and memory allocation from observed production workload patterns.
Small Language Model TierModel assetA fast, low-cost model tier (about 8-13B parameters) fitting a single GPU, often fine-tuned for a domain to match larger models on routine queries.
Sparse Attention KernelSoftware componentAn attention kernel that restricts which tokens attend to which others, using local windows, strided global positions or anchor tokens, to reduce attention cost below quadratic.
Speculative DecoderSoftware componentAn inference-engine component that drafts candidate tokens with a small fast model and verifies them in parallel with the large target model, keeping only tokens the target accepts.
Speculative Decoding ConfigurationData artifactA configuration selecting the draft model, target model and speculation window length for speculative decoding.
Speculative Draft Model abstractModel assetA small, fast language model that proposes multi-token candidate continuations for a larger target model to verify in one forward pass.
Speech Synthesis ModelModel assetA trained text-to-speech model, possibly multilingual or zero-shot, that generates speech waveforms from text and prosody controls.
Standard Attention KernelSoftware componentAn attention kernel that materializes the full attention-score matrix in accelerator memory before applying it to values.
Standard Language Model TierModel assetA standard-capability model tier (e.g., ~70B parameters) used for moderately complex queries.
Static Batch SchedulerSoftware componentA batch scheduler that waits until a fixed number of requests accumulate before executing, maximizing GPU saturation at the cost of unbounded wait for early arrivals.
TF32 Inference EngineModel assetA model execution configuration using the TensorFloat-32 format (FP32 exponent range with a 10-bit mantissa) that gives near-FP32 accuracy with FP16-like speed and no quantization workflow.
Tensor Framework BackendSoftware componentAn inference backend that executes a fixed-graph model (TensorFlow, TorchScript, ONNX, TensorRT, OpenVINO, tree ensembles, Python) on batched input tensors supplied by the server.
Tensor Inference APIInterfaceA framework-agnostic HTTP/gRPC inference interface through which clients submit named input tensors to a specific model and version and receive output tensors.
Throughput-Optimized Deployment ProfileData artifactA model deployment profile that maximises sustained queries per second, e.g., via FP8 precision and multi-GPU tensor parallelism, at the cost of higher per-request latency.
Throughput-Oriented Batching ConfigData artifactAn inference serving configuration with large maximum batch sizes and longer batch accumulation windows to maximise corpus-level throughput.
TokenizerSoftware componentA model-specific component that segments text into the subword tokens a language model processes, determining the token counts against which context capacity is measured.
Vision-Language Model abstractModel assetA generative multimodal model combining a vision encoder with a language model via cross-attention, producing captions and answers about images, including reading visible text.

Model Adaptation (97)

Component of the model lifecycle: data curation, fine-tuning, preference optimisation, data flywheel.

ComponentKindDefinition
AI-Feedback Preference LabelerSoftware componentA language-model judge that compares two candidate responses against a randomly selected constitutional principle and records which better adheres, producing AI-generated preference labels.
ASR Language Model TrainerSoftware componentA training component that builds an n-gram or neural language model for speech decoding from a corpus of domain-specific text.
ASR Word Boost ListData artifactA configuration listing domain-specific terms and boost scores that add a decoding bonus to transcript hypotheses containing those terms.
Active Learning SamplerSoftware componentA sampling component that selects production interactions for detailed human review, prioritizing high-uncertainty cases and diverse examples from underrepresented scenarios.
Adversarial Simulation AgentSoftware componentA simulated participant agent (legitimate or fraudulent) that generates transactions, with fraud variants evolving evasion tactics.
Agent Trajectory DatasetData artifactA training dataset of complete agent trajectories, sequential records of observations, reasoning chains, tool selections, actions and outcomes, including both successful and failure trajectories.
Alignment Prompt DatasetData artifactA collection of diverse prompts reflecting the scenarios a model will face in deployment, sampled to elicit candidate responses for annotation and policy completions during RL optimization.
Annotated Trace DatasetData artifactA dataset of reasoning steps labeled correct or incorrect with explanatory annotations, used to train verifiers and refine prompts.
Annotation Quality MonitorSoftware componentA quality-control component that cross-checks annotations of identical pairs, tracks inter-rater agreement and statistically detects annotators with systematic biases.
Behavior Cloning TrainerSoftware componentAn imitation learner that trains a policy by supervised learning to predict the expert's action for each demonstrated state.
Candidate Response SamplerSoftware componentA component that generates several genuinely different candidate responses per prompt by varying sampling parameters, prompting strategies or model checkpoints, for pairwise preference comparison.
Case-Based Rule RefinerSoftware componentA rule learner that analyses accumulated misclassified cases to propose added conditions or new rules that correct an existing expert rule set.
Centralized-Training Decentralized-Execution LearnerSoftware componentA multi-agent policy learner that trains with a centralized view of global state and all agents' actions, then extracts individual policies that act on local observations only.
Composite Reward ScorerSoftware componentA reward scorer, often itself an agent, that synthesizes human-preference scores with factuality verification, instruction-following metrics and safety-filter signals into one reward.
Constitutional Reward ScorerSoftware componentA reward scorer whose reward is a reward model's prediction of which response the principle-guided AI judge would prefer.
Constitutionally Aligned ModelModel assetA language model checkpoint whose weights were trained by critique-revision supervised fine-tuning and AI-feedback preference optimization to adhere to a constitution.
Continual Learning TrainerSoftware componentA training component that updates a learned model on new experience while rehearsing sampled past experience and constraining gradients so performance on earlier tasks is preserved.
Continued PretrainerSoftware componentA training component that further pretrains a base language model on a domain text corpus with the next-token prediction objective before task-specific fine-tuning.
Critique-Revision DatasetData artifactA supervised training dataset pairing harm-eliciting prompts with principle-aligned revised responses produced by self-critique and revision.
Critique-Revision GeneratorSoftware componentA training-data generator that has a model critique its own response against a randomly sampled constitutional principle, then revise the response to remove identified violations.
Curated Training CorpusData artifactA filtered, deduplicated, PII-redacted and domain-prioritized training dataset saved in an efficient format, output of the curation pipeline and input to model training.
Curriculum SchedulerSoftware componentA training component that sequences tasks from simple to complex and, when automatic, advances or regresses task difficulty according to the learner's current success rate.
DAgger TrainerSoftware componentAn imitation learner that iteratively executes its current policy, has an expert label the visited states, aggregates these labels into the dataset, and retrains.
Data CuratorSoftware componentA model-adaptation component that filters, deduplicates and quality-scores raw trajectories or demonstrations, retaining only examples that satisfy outcome-based quality criteria.
Direct Preference OptimizerSoftware componentA preference optimizer that trains the policy directly on preference pairs with a loss favouring preferred over non-preferred responses, without a separate reward model.
Domain ASR Language ModelModel assetAn n-gram or neural language model trained on domain text whose word co-occurrence priors guide the speech decoder toward domain terminology.
Domain Classifier ModelModel assetA transformer text classifier trained on manually labeled examples to predict a document's domain or topical relevance category.
Domain Relevance ClassifierSoftware componentA curation stage that scores each document's topical relevance to the target domain with a trained classifier and filters or prioritizes documents by that score.
Domain Text CorpusData artifactAn unlabeled corpus of domain-specific text, such as technical manuals, research papers, textbooks and internal documentation, used for continued pretraining.
Domain-Adapted Base ModelModel assetA base language model checkpoint whose weights have been continued-pretrained on a domain corpus, serving as the starting point for task fine-tuning.
Ensemble Reward ScorerSoftware componentA reward scorer that combines scores from multiple independent reward models trained on different data or with different architectures into one reward signal.
Expert Demonstration DatasetData artifactA dataset of observed expert behaviour recording actions taken in various states, used to infer the expert's implicit utility function.
Fairness-Constrained Reward ScorerSoftware componentA reward scorer that rewards decisions satisfying a selected group-fairness metric, such as equalized odds, alongside business-relevant criteria like debt-to-income ratio and credit history.
Fairness-Constrained TrainerSoftware componentAn in-processing bias mitigator that trains a decision model to minimize prediction error subject to fairness constraints or penalties on demographic parity or equalized odds violations.
Fairness-Rebalanced DatasetData artifactA training dataset whose demographic representation has been balanced by resampling or augmentation, or annotated with per-instance weights, for fairness-aware training.
Federated AggregatorSoftware componentA central training component that distributes the global model to devices and aggregates their locally computed updates, optionally with differential-privacy noise, into an improved global model.
Feedback RouterSoftware componentA routing component that classifies validated feedback by error type and directs it to the responsible improvement target: tool interfaces, planning or prompt logic, or retrieval knowledge sources.
Feedback ValidatorSoftware componentA multi-layer filter that separates genuine quality signal from noisy, biased or adversarial user feedback before it reaches optimization or training processes.
Fine-Tuned Agent ModelModel assetA language model whose parameters have been specialized on agent trajectories or preference data to internalize domain decision logic and behavioural patterns.
Fine-Tuning Pipeline abstractSoftware componentA software component that adapts model weights to a domain or task using curated training data.
Full-Parameter Fine-TunerSoftware componentA fine-tuning pipeline that updates all model weights, storing gradients and optimizer states for every parameter.
Hindsight Goal RelabelerSoftware componentA training component that relabels failed goal-conditioned trajectories as successful attempts at the goal state actually achieved and stores them for replay.
Imitation Learner abstractSoftware componentAn abstract policy learner that derives a policy from expert demonstrations rather than autonomous trial-and-error exploration.
Independent Multi-Agent LearnerSoftware componentA multi-agent policy learner in which each agent runs its own single-agent RL algorithm, treating other agents as part of the environment.
Inductive Rule LearnerSoftware componentA rule learner that induces general if-then rules from attribute patterns distinguishing outcomes across labelled training examples.
Instruction Demonstration DatasetData artifactA curated training dataset of instructions paired with high-quality responses demonstrating the desired style, tone and approach, used for supervised fine-tuning before preference optimization.
Intent Failure LogData storeA store of failed intent inferences paired with the intents eventually established through clarification or escalation.
Inverse RL Reward LearnerSoftware componentAn imitation learner that infers the reward function expert demonstrations optimize, then obtains a policy by reinforcement learning on that inferred reward.
Inverse Reward LearnerSoftware componentA preference elicitor that recovers the reward or utility function under which observed expert state-action behaviour would be optimal.
Knowledge DistillerSoftware componentA training component that trains a smaller student model to match a larger teacher model's output probability distributions.
Labeled Decision Case DatasetData artifactA collection of historical cases whose inputs and correct decision outcomes are known, used to induce decision rules.
Language Identification FilterSoftware componentA curation filter that predicts each document's language with a pretrained classifier and retains only documents in the configured target languages.
Language Identification ModelModel assetA pretrained lightweight classifier that predicts the language of a text from character n-gram features.
LoRA AdapterModel assetA small set of trainable low-rank weight matrices that modify a frozen base model's behaviour for a domain or task.
LoRA Fine-Tuner abstractSoftware componentA parameter-efficient fine-tuning pipeline that freezes base model weights and trains small low-rank adapter matrices.
Misclassified Case StoreData storeA store of production cases where a rule-based decision differed from the later-confirmed outcome, with the facts and rules involved.
Moderation Feedback IntegratorSoftware componentA feedback component that systematically converts every human moderation decision into filter updates, either new deny-list patterns or labeled examples for classifier retraining.
Moderation Label DatasetData artifactA growing collection of content items labeled harmful or benign by human moderators, with justifications, used as ground truth for filter metrics and as training data for classifier updates.
Multi-Agent Policy Learner abstractSoftware componentAn abstract policy learner that trains policies for multiple agents learning simultaneously in a shared cooperative, competitive, or mixed-motive environment.
Neural Architecture SearcherSoftware componentA design-time component that searches layer depths, widths, connections and activations for architectures maximising accuracy per computation or byte on target hardware.
Neuro-Symbolic TrainerSoftware componentA training component that trains neural components jointly with symbolic constraints via differentiable relaxations, straight-through estimators, weighted constraint loss, or reinforcement-learning bridges that treat symbolic evaluation as reward.
On-Device TrainerSoftware componentA device-side training component that updates a received global model on local private data and returns only the resulting weight updates.
Opponent Policy LeagueData storeA store of a diverse population of agent policies, including past versions and specially trained exploiter policies, used as opponents in competitive multi-agent training.
Output Correction DatasetData artifactA dataset of before-and-after pairs contrasting agent-generated outputs with the user-edited versions, used for fine-tuning without explicit labeling.
Partitioned Dataset ReaderSoftware componentA curation-stage loader that lazily streams a large line-delimited document dataset from disk-backed storage in batches sized to fit accelerator memory, validating record schema on load.
Perplexity FilterSoftware componentA curation filter that computes each document's perplexity under a reference language model and discards documents exceeding a threshold as random, spammy or corrupted text.
Perplexity Reference ModelModel assetA generative language model trained on relatively clean text whose average per-token log-likelihood is used to score how typical a document is.
Policy Learner abstractSoftware componentAn abstract model-adaptation component that updates a learned policy model from interaction experience or expert demonstrations.
Policy/Value Network TrainerSoftware componentA training component that fits a policy network to expert demonstrations and a value network to self-play game outcomes for use in neural-guided search.
Preference Agreement FilterSoftware componentA data-curation filter that removes preference comparisons whose annotator votes are near-random while retaining high- and moderate-agreement examples.
Preference DatasetData artifactA dataset of prompts with pairs of candidate responses labeled by which is preferred, per criterion, used to train reward models or directly optimize policies.
Preference Elicitor abstractSoftware componentAn abstract component that derives utility or reward function parameters representing a principal's preferences from observed behaviour instead of explicit engineering.
Preference Label AggregatorSoftware componentA data component that combines redundant annotators' judgments on the same comparison into a preference label annotated with the observed agreement distribution.
Preference Optimization ConfigData artifactA configuration artifact fixing preference-optimization hyperparameters such as the KL-divergence penalty coefficient, PPO update settings and training duration or early-stopping criteria.
Preference Optimizer abstractSoftware componentAn abstract model-adaptation component that updates a supervised-fine-tuned policy model so its outputs better match human preferences expressed as comparative judgments.
Preference Reward ScorerSoftware componentA reward scorer whose reward is solely the learned reward model's prediction of human preference.
Production Feedback DatasetData artifactA curated training dataset built from production inference logs, human corrections, user feedback and clarified intents for periodic model retraining.
Prompt OptimizerSoftware componentA model-adaptation component that improves prompt artifacts through iterative mutation-evaluation-selection cycles scored against multi-objective evaluation metrics until convergence criteria are met.
QLoRA Fine-TunerSoftware componentA LoRA fine-tuning pipeline that quantizes the frozen base model to 4-bit precision while keeping trainable adapters at full precision.
RLHF Policy OptimizerSoftware componentA preference optimizer that updates the policy with reinforcement learning (e.g., PPO) to maximize reward-scorer rewards while constraining divergence from its initialization.
Raw Document CorpusData artifactAn uncurated collection of documents or transcripts in line-delimited JSON, each record holding text plus metadata such as source URL, extraction timestamp and document type, awaiting curation.
Red-Team Prompt DatasetData artifactA collection of challenging prompts deliberately designed to elicit harmful, toxic, deceptive or biased responses, used as inputs to supervised critique-revision training.
Reference Policy ModelModel assetA frozen copy of the supervised-fine-tuned model whose token distributions anchor preference optimization, against which divergence of the evolving policy is measured and penalized.
Reinforcement Learning Policy LearnerSoftware componentA learning component that acquires a decision policy by trial-and-error interaction, updating it from received reward signals.
Representation RebalancerSoftware componentA pre-processing bias mitigator that balances demographic representation in training data by resampling, instance reweighting, or targeted augmentation of underrepresented groups.
Revealed Preference LearnerSoftware componentA preference elicitor that updates utility weights from which presented options users select and from outcome feedback, learning weights that best explain observed choices.
Reward ModelModel assetA neural network, initialized from a pre-trained language model with a scalar output head, that scores a prompt-response pair by predicted human preference.
Reward Model TrainerSoftware componentA training component that fits a reward model to pairwise preference data with a pairwise ranking loss, validating on held-out comparisons.
Reward Scorer abstractSoftware componentAn abstract component that computes the scalar reward signal for a prompt-response pair used to guide reinforcement-learning policy optimization.
Reward ShaperSoftware componentA training-time component that adds intermediate shaping rewards to a sparse reward signal to accelerate learning while preserving the optimal policy.
Rule Learner abstractSoftware componentAn abstract adaptation component that proposes new or refined if-then rules from labelled decision cases while preserving interpretable rule structure.
Segment-Routed Reward ScorerSoftware componentA reward scorer that selects among separate reward models trained for different user segments, scoring each response with its segment's model to personalize alignment.
Synthetic Data GeneratorSoftware componentA model-adaptation component that prompts a generative model to produce many synthetic task trajectories or example variations from human seed examples or tutorial-derived task goals.
Synthetic DatasetData artifactA generated dataset of diverse, realistic scenarios (e.g., AML, card fraud, bot attacks) for training and evaluation.
Training Hyperparameter TunerSoftware componentAn automated component that explores model architectures, learning rates, training durations and regularization settings for training jobs without manual configuration.
Training Pipeline OrchestratorSoftware componentA model-adaptation orchestrator that sequences data curation, continued pretraining, supervised fine-tuning, reward modeling and preference optimization stages into a reproducible, automated pipeline.
Trajectory HarvesterSoftware componentA data-flywheel component that extracts successful, and instructive failed, production executions from traces as candidate demonstrations, training trajectories and preference data.

Infrastructure (125)

Component of compute, container orchestration, accelerator partitioning, networking, and autoscaling.

ComponentKindDefinition
API Gateway Proxy abstractSoftware componentAn abstract reverse proxy at the system entry point that applies cross-cutting traffic policies and forwards requests to backend agent services.
Accelerator Container RuntimeSoftware componentA runtime extension, backed by the node GPU driver, that configures containers so their processes can access host accelerators.
Accelerator OperatorSoftware componentA cluster controller that automates deployment, upgrade and lifecycle of the per-node accelerator software stack (driver, container runtime hooks, device plugin, telemetry exporter, node labeling) as managed operands.
Agent Hosting Platform abstractInfrastructure resourceAn abstract compute substrate on which agent services are packaged, executed and scaled, trading operational control and warm capacity against management overhead and idle cost.
Autoscaler abstractSoftware componentA control component that adjusts the number of replicas of a workload to match demand, turning fixed infrastructure cost into variable cost.
Autoscaling PolicyData artifactA declarative specification of replica bounds, scaling metrics and targets, and scale-up/scale-down behaviour policies for a workload.
Backup Archive StoreData storeA disaster-recovery archive of periodic data backups retained on a rotation schedule and restorable only for catastrophic system recovery.
Blue-Green Deployment SwitcherSoftware componentA rollout controller that runs the stable and new versions as parallel full environments and switches all traffic between them at once, keeping the old environment ready for instant failback.
CPU Compute NodeInfrastructure resourceA general-purpose compute host without accelerators, used for lighter workloads such as optimized embedding encoders or overflow agent replicas.
CPU Dataframe EngineSoftware componentA dataframe compute engine that executes transformation operations on CPU cores.
Canary Rollout ControllerSoftware componentA rollout controller that routes a small, stepwise-increasing share of production traffic to a new agent version, compares its metrics to the baseline at each step and reverts automatically on degradation.
Cloud RegionInfrastructure resourceA geographically distinct deployment location hosting its own independently scaled replica pool that serves users in nearby time zones.
Cluster Consensus CoordinatorSoftware componentA replicated coordination component that maintains consistent cluster state by majority quorum and elects a leader node, redistributing workloads when the leader or a node fails.
Cluster NamespaceInfrastructure resourceA logical isolation partition within a shared cluster that separates environments or tenants and scopes their policies and quotas.
Cluster Service EndpointInterfaceA stable cluster-internal DNS name and virtual IP fronting a changing set of agent replicas, optionally with session affinity for stateful conversations.
Collective Communication LibrarySoftware componentA GPU communication library executing collective operations (all-reduce, all-gather, reduce-scatter) with topology-aware algorithms chosen for the detected interconnect.
Connection PoolSoftware componentA component that maintains and reuses established, authenticated database connections across queries to avoid per-query connection setup.
Container Health ProberSoftware componentA node-level agent that periodically probes replica liveness and readiness endpoints to trigger restarts or removal from service rotation.
Container ImageData artifactAn immutable, tagged package of an agent's code, dependencies, model artifacts and runtime configuration that a container runtime instantiates.
Container Image BuilderSoftware componentA build component that packages agent code, dependencies, model artifacts and runtime configuration into immutable, versioned container images.
Container OrchestratorInfrastructure resourceA cluster platform that schedules containers across nodes, maintains desired replica counts and restarts or replaces failed pods.
Container and Model Artifact RegistryData storeAn authenticated, access-controlled repository that stores tagged container images and optimized model weights and serves them to deployment targets.
Continuous Integration RunnerSoftware componentA CI/CD workflow engine that executes evaluation jobs automatically when agent code, prompts, tools or model configuration change.
Custom Metrics AdapterSoftware componentA bridge that exposes collected application metrics through the container orchestrator's metrics API so autoscalers can scale on inference-specific signals.
DNS Load BalancerSoftware componentA name-resolution-level load balancer that spreads client traffic across multiple load balancer instances or regional endpoints, removing the single front-end load balancer as a failure point.
Data Parallel ExecutorSoftware componentA distributed executor that replicates the full model on each GPU, processes different batches independently and synchronizes gradients with one all-reduce per step.
Dataframe Compute Engine abstractSoftware componentAn abstract data-processing engine that executes dataframe operations such as filtering, deduplication and text normalization for ETL transformation stages.
Dedicated GPU DeviceInfrastructure resourceA whole, unpartitioned physical GPU allocated exclusively to one workload, giving it all compute, memory and memory bandwidth.
Deployment ManifestData artifactA declarative workload specification defining container image, labels, resource requests/limits, metrics annotations and health probe timings for replicas.
Device Inventory RegistryData storeA central record of every edge device's hardware capabilities, connectivity, deployed model versions, deployment times and configuration.
Distributed Model Executor abstractSoftware componentAn execution component that partitions a model's training or inference computation across multiple GPUs according to a parallelism strategy and synchronizes partial results through collective communication.
Edge Application DefinitionData artifactA declarative specification of an edge application version, its container image, resource allocation, health check and target location group.
Edge Device abstractInfrastructure resourceAn abstract resource-constrained compute device at or near the point of data generation that runs inference locally, possibly without network connectivity.
Edge Device AgentSoftware componentAn on-device management agent that applies updates, maintains the local version manifest, buffers results while offline and reports version and status telemetry when connectivity permits.
Edge FPGA DeviceInfrastructure resourceAn edge device using field-programmable gate arrays configured as custom inference hardware.
Edge Fleet ManagerSoftware componentA cloud-hosted management plane that holds the desired application, model and configuration state of every edge AI site and continuously reconciles sites toward it over secure tunnels.
Edge GPU DeviceInfrastructure resourceAn edge device with a programmable CUDA-compatible GPU for flexible accelerated inference.
Edge NPU DeviceInfrastructure resourceA smartphone or embedded system with an integrated neural processing unit providing dedicated low-power AI acceleration.
Edge Provisioning ServiceSoftware componentA cloud endpoint that authenticates newly powered edge devices by pre-issued provisioning tokens and registers them as managed locations for initial configuration download.
Edge TPU DeviceInfrastructure resourceAn edge device or add-on accelerator specialised for tensor operations (matrix multiplication, convolution) at very low power.
Edge Update OrchestratorSoftware componentA fleet-management component that distributes model and configuration updates to edge devices in waves using differential, resumable transfers and device-capability targeting, rolling back failed updates.
Encrypted Model VolumeData storeAn encrypted persistent storage volume local to a serving node that caches model weights, and at edge sites application data and logs, unreadable without externally held keys.
Environment OverlayData artifactA version-controlled patch set applying environment-specific differences (replica count, logging level, namespace, resource limits) to shared base manifests.
Ephemeral Sandbox ManagerSoftware componentA lifecycle component that creates a fresh minimal sandbox from a pristine base image for each tool execution and destroys it, with all created state, when execution completes or times out.
Evaluation Workflow DefinitionData artifactA declarative CI workflow file specifying the triggering events and path filters, environment, and steps for running evaluation, reporting and gating.
Feature Flag ServiceSoftware componentA runtime toggle service that enables or disables individual agent capabilities, such as a newly added tool, without redeploying the agent.
Fully Sharded Data Parallel ExecutorSoftware componentA distributed training executor that shards parameters, gradients and optimizer states across GPUs, all-gathering layers for compute and reduce-scattering gradients.
GPU Allocation Unit abstractInfrastructure resourceAn abstract schedulable unit of accelerator capacity (whole GPU, hardware partition, or time-shared slot) onto which the orchestrator places a single workload.
GPU Compute InstanceInfrastructure resourceA compute-isolated subdivision of a GPU partition that owns a subset of the partition's streaming multiprocessors while sharing its memory pool with sibling compute instances.
GPU Device PluginSoftware componentA node-level agent that advertises GPU devices, including hardware partitions, to the container orchestrator as schedulable resources.
GPU Interconnect abstractInfrastructure resourceThe intra-node data path linking GPUs for peer memory access and collective communication, whose bandwidth and latency bound multi-GPU parallel efficiency.
GPU Node abstractInfrastructure resourceAn accelerated compute host (single or multi-GPU, linked by high-bandwidth interconnect) on which inference and agent workloads run.
GPU PartitionInfrastructure resourceA hardware-isolated slice of a physical GPU with dedicated memory and compute that the orchestrator treats as an independent GPU.
GPU Partition Layout abstractData artifactA declarative allocation of a physical GPU into isolated instances with fixed memory and compute fractions assigned per workload.
GPU Partition ManagerSoftware componentA node-level controller that applies a declared GPU partition layout by draining affected workloads, destroying existing partition and compute instances, and recreating them in the new geometry.
GPU Partition Reconfiguration PolicyData artifactA declarative policy governing how partition-layout changes roll out: reconfiguration mode, validation delay between GPUs, and spare capacity preserved for evicted workloads.
GPU Switch FabricInfrastructure resourceA hardware switch fabric giving every GPU in a node dedicated all-to-all paths at full link bandwidth without multi-hop contention.
GPU-Accelerated Dataframe EngineSoftware componentA dataframe compute engine that executes filtering, deduplication and text processing on GPUs, partitioning datasets larger than memory across multiple GPUs.
Gateway Route ConfigurationData artifactA declarative, version-controlled configuration of gateway routes, upstream services, plugin order and per-consumer policies.
GitOps ReconcilerSoftware componentAn in-cluster, pull-based controller that continuously compares declarative desired state in a version-control repository with live cluster state and applies diffs until they match.
GitOps Sync PolicyData artifactA per-application policy setting whether the reconciler syncs and prunes automatically or waits for manual approval of each sync.
Gossip Membership ServiceSoftware componentA cluster component that discovers peer nodes from a join list and exchanges membership and heartbeat messages by gossip to detect node failures within seconds.
Gradual Rollback ControllerSoftware componentA rollback controller that reverses a progressive rollout stepwise, reducing the new version's traffic share and checking stability at each step.
High-Performance Reverse ProxySoftware componentAn API gateway proxy with minimal per-request processing that forwards and load-balances traffic to backend agents, optionally serving as the cluster ingress controller.
Immediate Rollback ControllerSoftware componentA rollback controller that switches all traffic to the previous version at once, scaling the new version to zero and scaling the previous version up.
Inference Service OperatorSoftware componentA container-orchestrator extension that reconciles declarative inference-service resources into running model-serving deployments, handling image pulls, GPU allocation, health checks, service exposure and scaling.
Instance Group AutoscalerSoftware componentAn infrastructure control component that adds or removes compute instances in a cloud instance group when monitored metrics cross thresholds, so paid capacity tracks demand.
Inter-Node Network FabricInfrastructure resourceA high-performance cluster network linking GPU nodes for cross-node collective communication and pipeline stage transfers.
Knowledge Base Backup ServiceSoftware componentA scheduled infrastructure job that snapshots vector indexes, metadata and audit logs to durable storage and restores them to a known-good state after loss or undetected corruption.
Latency-Target AutoscalerSoftware componentAn autoscaler driven by custom service metrics, typically P95 latency approaching the SLO threshold, adding replicas before response-time objectives are breached.
Layer-4 Load BalancerSoftware componentA transport-layer load balancer that forwards TCP/UDP connections to replicas using only IP/port information, without inspecting application payloads.
Layer-7 Load BalancerSoftware componentAn application-layer load balancer that parses HTTP requests and routes them by host, path, headers, cookies or body content, typically terminating TLS.
Least-Connections Load BalancerSoftware componentA load balancer that tracks in-flight requests per replica and sends each new request to the replica with the fewest active requests, adapting to variable request durations.
Liveness EndpointInterfaceA health endpoint reporting whether a replica process is alive; repeated failure causes the orchestrator to restart it.
Load Balancer abstractSoftware componentA distribution component that spreads requests across multiple instances of an agent or service using health checks.
Load Balancing PolicyData artifactA declarative configuration selecting the balancing algorithm, per-replica weights, health-check coupling, metric TTLs and fallback behaviour used by a load balancer.
Maintenance Window SchedulerSoftware componentAn operations component that schedules planned maintenance in a low-traffic window and sequences user notification, state backup, rollback-point preparation, execution and health verification.
Metric-Aware Load BalancerSoftware componentA load balancer that routes each request to the replica with the best real-time health indicators (CPU, memory pressure, queue depth, recent latency) polled from replica metrics endpoints.
Metric-Driven AutoscalerSoftware componentA reactive autoscaler that computes desired replicas from several live metrics (queue-to-compute ratio, GPU utilization, request rate) and applies asymmetric stabilization windows.
Microcontroller DeviceInfrastructure resourceAn ultra-low-power embedded device with kilobytes of memory that runs only heavily compressed models.
Mixed GPU Partition LayoutData artifactA GPU partition layout that assigns different partition profiles to different GPUs in one cluster to match heterogeneous model sizes or service tiers.
Namespace Resource QuotaData artifactA declarative cap on the aggregate CPU, memory, GPU and persistent-volume claims a namespace may consume.
Node Capability LabelerSoftware componentA node agent that detects hardware features such as GPU vendor, device and model and applies them as node labels for targeted scheduling.
Object StoreData storeA durable, network-accessible blob store for files such as uploaded documents, workflow checkpoints, archived events and deployment artifacts, emitting notifications when objects arrive.
On-Demand Consumption PlanData artifactA serverless hosting plan that scales automatically from zero and bills only per execution, accepting occasional cold starts and shorter maximum timeouts.
On-Demand GPU NodeInfrastructure resourceA compute instance with guaranteed availability billed at on-demand rates.
PCIe GPU BusInfrastructure resourceA general-purpose peripheral bus connecting GPUs without hardware coherence, requiring CPU-coordinated copies for inter-GPU transfers.
Peer-to-Peer GPU LinkInfrastructure resourceA short-reach, cache-coherent point-to-point link between GPUs offering far higher bandwidth than a general-purpose bus and unified virtual addressing for peer memory access.
Persistent VolumeInfrastructure resourceDurable block, network-attached or local storage provisioned to containers through a storage claim, surviving pod restarts and rescheduling.
Pipeline Parallel ExecutorSoftware componentA distributed executor that partitions a model vertically into sequential layer stages on different GPUs, using micro-batching to overlap stages and reduce pipeline bubbles.
Policy Plugin GatewaySoftware componentAn API gateway proxy that runs an ordered, configurable plugin chain (authentication, rate limiting, transformation, logging) on each request before routing it to backend agents.
Pre-warmed Capacity PlanData artifactA serverless hosting plan that keeps pre-warmed execution environments running so invocations never incur cold starts, optionally with private-network integration and longer timeouts.
Queue-Depth AutoscalerSoftware componentAn autoscaler that sizes a replica fleet from the number of requests waiting for processing rather than from host resource utilization.
Readiness EndpointInterfaceA health endpoint reporting whether a replica can serve traffic (e.g., model fully loaded); failure removes it from load-balancer rotation without restart.
Regional Edge RelaySoftware componentA regional edge server component that aggregates device status reports and relays updates between central fleet management and nearby devices.
Replica Placement PolicyData artifactA declarative scheduling constraint set, such as pod anti-affinity and zone spread rules, that keeps replicas of a service off shared failure domains.
Replication and Sharding ConfigurationData artifactA configuration declaring a vector collection's shard count, replication factor and cluster join list.
Reserved Capacity PlanData artifactA serverless hosting plan that provisions continuously running reserved compute billed for capacity rather than per execution.
Reserved GPU NodeInfrastructure resourceA compute instance obtained under a 1-3 year capacity commitment in exchange for a substantial discount over on-demand pricing.
Resource-Utilization AutoscalerSoftware componentAn autoscaler that adjusts replica counts to keep average CPU and/or memory utilization of a workload near declared targets, scaling on whichever resource approaches saturation.
Rolling Update ControllerSoftware componentA rollout controller that replaces the instances of a workload with a new version gradually, a few at a time, instead of all simultaneously.
Rollout Manager abstractSoftware componentAn abstract release component that replaces a running agent or model version with a new one according to a rollout strategy while bounding user impact and enabling rollback.
Round-Robin Load BalancerSoftware componentA load balancer that assigns requests to replicas in fixed circular order, giving equal request counts regardless of request complexity or current replica load.
Scheduled ScalerSoftware componentAn autoscaler that deploys known capacity at known times according to a schedule rather than reacting to live metrics.
Serverless Function RuntimeInfrastructure resourceA managed execution platform that runs stateless functions on demand in response to events, scaling from zero to thousands of concurrent executions and billing per millisecond of compute.
Serverless Hosting Plan abstractData artifactAn abstract configuration selecting how a serverless runtime provisions capacity for a function, trading cold-start latency and timeout limits against idle cost.
Service Discovery RegistryData storeA registry mapping stable service names to the addresses of currently ready replicas so components can locate each other as replicas change.
Service Mesh ProxySoftware componentA sidecar proxy deployed beside each agent container that intercepts all inbound and outbound traffic to apply routing, resilience, mutual TLS and tracing without application changes.
Session Affinity Load BalancerSoftware componentA load balancer that pins all requests from the same client to the same replica so conversation context cached there is reused.
Shard Query RouterSoftware componentA cluster component on every node that forwards each request to a node owning the relevant shard and redirects to replica shards when an owner is degraded.
Shard Replication ManagerSoftware componentA cluster component that keeps each data shard on the configured number of nodes, continues writes to surviving replicas during failures and resynchronizes nodes when they rejoin.
Spot GPU NodeInfrastructure resourceA discounted, interruptible compute instance reclaimable by the provider on short notice.
Spot Interruption HandlerSoftware componentA control component that detects provider termination warnings for interruptible instances, drains their in-flight requests and shifts load to on-demand capacity.
Staged Rollout PolicyData artifactA declarative rollout specification of strategy (staged or rolling), stage percentage, validation period, rollout velocity and automatic-rollback threshold.
Staging EnvironmentInfrastructure resourceAn isolated environment mirroring production configuration, data volumes and load in which agent versions are validated without exposing real users.
Stateful Workload ControllerSoftware componentA workload controller that gives each replica a stable network identity and its own persistent volume, starting replicas in order and stopping them in reverse order.
Stateless Workload ControllerSoftware componentA workload controller that manages interchangeable replicas with no stable identity, any of which can serve any request.
Static Code AnalyzerSoftware componentA pipeline stage that statically checks agent source for formatting, import order, style violations, type errors and security weaknesses, failing the pipeline on violations.
Tensor Parallel ExecutorSoftware componentA distributed executor that shards each layer's weight matrices across GPUs, computes partial results in parallel and combines them with all-reduce after every attention and feed-forward block.
Time-Sliced GPU ShareInfrastructure resourceA share of a whole GPU in which the driver schedules co-located processes in round-robin time slices over a single shared memory pool, without hardware isolation.
Uniform GPU Partition LayoutData artifactA GPU partition layout that applies one identical partition profile to every GPU in the cluster, exposing interchangeable partition resources.
Unpartitioned GPU LayoutData artifactA GPU partition layout that disables hardware partitioning so each GPU is allocated whole to one workload.
Version Rollback Controller abstractSoftware componentAn abstract release component that returns production traffic from a newly deployed agent or model version to the previous known-good version.
Weighted Round-Robin Load BalancerSoftware componentA load balancer that distributes requests in proportion to per-replica weights reflecting capacity, cost or rollout stage.
Workload Controller abstractSoftware componentAn abstract orchestrator control loop that continuously maintains the declared replica set of one containerised workload, creating, replacing and updating instances to match desired state.

Observability & Evaluation (213)

Cross-cutting component for tracing, metrics, evaluation, SLO management, and cost accounting.

ComponentKindDefinition
A/B Test ConfigurationData artifactA configuration specifying variant traffic allocation, experiment metrics, statistical design parameters and automatic rollback thresholds for an online experiment.
A/B Test Traffic SplitterSoftware componentA routing component that assigns live users to control or treatment agent variants according to configured allocation percentages.
Adoption DashboardSoftware componentA metrics dashboard showing overall and per-role adoption against target, week-over-week trend, open support tickets, resolution time, satisfaction and next actions.
Adoption Metrics TrackerSoftware componentAn analytics component that computes weekly adoption rate, usage frequency, feature usage, support-ticket trends and user satisfaction for an agent rollout, by user role.
Adversarial Robustness EvaluatorSoftware componentAn evaluation component that systematically attacks a model or agent with jailbreaks, prompt injection, role-play, encoded requests, information-extraction and multi-turn manipulation, measuring attack success.
Agent Behavior Anomaly DetectorSoftware componentA monitoring component that detects unusual failure patterns or unexpected agent behaviour in production metrics and flags them for investigation and intervention.
Agent DeveloperHuman roleAn engineer who builds agents and investigates their failures through trace-first forensic debugging, then applies targeted fixes to prompts, tool descriptions and state logic.
Agent Hyperparameter OptimizerSoftware componentA software component that automatically selects agent settings such as LLM type and temperature against accuracy, groundedness, and latency metrics.
Agent Interaction Graph AnalyzerSoftware componentA monitoring component that builds the inter-agent communication graph and computes centrality, clustering and community metrics to detect unusual collaboration structures, bottlenecks and coordinated anomalies invisible in per-agent metrics.
Agent Performance DashboardSoftware componentA metrics dashboard presenting aggregate agent outcomes across conversations—resolution rates by issue category, escalation patterns, confidence distributions and trends—with drill-down to individual conversations.
Agent Test RunnerSoftware componentA CI component that executes layered automated test suites (isolated unit tests, workflow integration tests, performance benchmarks) against agent code with coverage reporting and per-test timeouts.
Agent Version Experimenter abstractSoftware componentAn abstract production experimentation component that compares a candidate agent version with the current production version on real traffic before full deployment.
Alert ConsolidatorSoftware componentAn alert-processing component that merges overlapping alerts from redundant detectors about the same underlying issue into a single synthesized alert.
Alert ManagerSoftware componentA component that evaluates thresholds on performance and cost metrics and notifies operators of conditions beyond automated remediation.
Alert Rule SetData artifactA configuration of alert conditions over metrics, such as error-rate, latency-SLA and token-cost thresholds with sustained-duration windows and contextual messages.
Alert Suppression Rule SetData artifactA configuration of rules that silence redundant downstream alerts from components that fail only because an upstream dependency failed, focusing attention on the root-cause component.
Alignment Drift MonitorSoftware componentA monitoring component that periodically re-measures principle adherence of deployed or updated models against baseline measurements to detect value drift toward easier-to-optimize proxies.
Attribution AnalyzerSoftware componentAn interpretability component that computes how much each input token or evidence component causally influenced a model output, producing attribution maps.
Balanced Scorecard SpecificationData artifactA specification of acceptable ranges for 4-6 complementary agent success metrics (e.g., completion, CSAT, NPS, CES, deflection) that must all be met simultaneously rather than maximising any single metric.
Batch Quality MonitorSoftware componentA production quality monitor that collects predictions and runs scheduled monitoring jobs (e.g., hourly or daily) that generate reports and alert on anomalies.
Behavioral BaselineData artifactA statistical, multivariate profile of an agent's (or customer's) normal operational characteristics, such as decision distributions, confidence, latency and transaction patterns, against which deviations are judged.
Behavioral Baseline BuilderSoftware componentAn observability component that derives and continuously refreshes behavioral baselines from recent normal operational history, accounting for growth, seasonality and legitimate operational change.
Behavioral Signal TrackerSoftware componentA telemetry component that derives implicit user-experience signals, such as task abandonment, query reformulation, interaction duration and downstream escalation or return, from all user interactions.
Benchmark Environment abstractSoftware componentAn interactive, reproducible task environment (e.g., operating system shell, database, knowledge graph, web application, game) that exposes actions and state to an agent under evaluation over multi-turn episodes.
Benchmark Suite ManifestData artifactA declarative selection of benchmarks, datasets and environments with stratification and proportions across task complexity, domain, modality and time, plus composite-score weights, defining a multi-benchmark evaluation.
Bottleneck AnalyzerSoftware componentAn analysis component that classifies a workload's dominant bottleneck (inference-, memory-, synchronization- or preprocessing-bound) from timeline signatures and maps it to optimization strategies.
Bottleneck Pattern CatalogData artifactA diagnostic taxonomy mapping timeline signatures (GPU idle between kernels, low utilization, memory-copy spikes, kernel-launch gaps, periodic stalls) to root causes and optimization strategies.
Capacity ForecasterSoftware componentAn analysis component that projects future GPU, memory, bandwidth and request-rate needs from historical utilization and growth trends to plan capacity ahead of demand.
Centralized Log StoreData storeA centralized, indexed store of structured log records from agents and inference services, queryable by field for troubleshooting and pattern analysis.
Chain-of-Thought JudgeSoftware componentAn LLM judge that produces an explicit reasoning trace justifying its evaluation before giving its verdict.
Change Impact AttributorSoftware componentA diagnostic component that overlays deployment and upstream dependency change events on performance timelines to identify which component change most likely caused an observed degradation.
Code Range AnnotatorSoftware componentAn instrumentation component that marks named, nestable semantic ranges (e.g., workflow, reasoning step, LLM generation, tool call) in application code for display on profiler timelines.
Coherence Continuity ScorerSoftware componentAn evaluation component that measures embedding similarity between consecutive reasoning steps to detect disjointed topic jumps in a reasoning chain.
Comparative Trace AnalyzerSoftware componentAn analysis component that aligns successful and failed traces, or trace distributions from repeated identical runs, to locate divergence points and conditions statistically correlated with failure.
Confidence Calibration AnalyzerSoftware componentAn evaluation component that compares stated confidence with empirical accuracy across confidence buckets, computing calibration error and confidence-accuracy correlation.
Content Freshness MonitorSoftware componentA monitoring component that flags knowledge base documents not updated within their expected refresh interval so they are not used as grounding.
Coordination Failure MonitorSoftware componentA monitoring component that detects multi-agent coordination breakdowns such as duplicate effort, dropped tasks and goal divergence from structured inter-agent messages.
Corpus Drift DetectorSoftware componentA monitoring component that tracks statistical characteristics of the knowledge corpus over time and flags significant changes that may indicate emerging data-quality issues.
Cost Attribution AggregatorSoftware componentAn aggregation component that groups request-level token and cost metrics by feature, customer, model or time period, computing total tokens, total cost, request count, average cost per request and trends.
Cost Rate CardData artifactA versioned table of unit prices (per-million input, output and cached input tokens per model, plus GPU-hour, memory, storage and network rates) used to convert metered usage into monetary cost.
Cost Reporting DashboardSoftware componentA dashboard that renders organization-level token consumption and cost trends, model mix, cost per user and budget-versus-actual spending for budgeting, capacity planning and executive review.
Cross-Agent Coherence EvaluatorSoftware componentAn evaluation component that treats a multi-agent interaction as one extended reasoning chain and checks that each agent's reasoning incorporates upstream conclusions and handoffs remain logically consistent.
Data Drift DetectorSoftware componentA monitoring component that compares production input-feature, prediction and ground-truth label distributions with a reference dataset using statistical tests or distance metrics to detect distribution shift.
Data Validation Result StoreData storeA persistent store of structured per-document validation results (field, severity, message, source) retained for auditing, failure-pattern analytics and trend analysis.
Decision Scenario SimulatorSoftware componentA simulation environment that exercises a decision engine across diverse synthetic scenarios to surface counterintuitive or harmful utility-maximizing behaviours.
Decision Telemetry Event SchemaData artifactA structured data contract for the per-request telemetry event an agent emits at decision points, carrying request ID, timestamp, decision type, confidence score, latency measurements, tools invoked and outcome.
Dependency Health MonitorSoftware componentA monitoring component that checks the availability of an agent's downstream dependencies (LLM providers, rule engines, external APIs) so degradation decisions reflect current component health.
Deployment NotifierSoftware componentA component that posts pipeline milestone notifications (start, gate failure, staging, canary start, completion) with commit, version, metrics and log links to team chat channels.
Diagnostics EndpointInterfaceA deep-diagnostics endpoint (e.g., /health/deep) exposing memory usage, model metrics, tool latencies, cache statistics, request-queue state and recent errors for debugging.
Drift Response PolicyData artifactA tiered policy mapping the magnitude of a detected distribution shift or performance drop to a response level: log and monitor, investigate and adjust, or page on-call for immediate action.
Edge Validation Test BenchSoftware componentA pre-deployment validation setup that tests models on representative device hardware under simulated environmental conditions, resource-exhaustion stress and real device software stacks.
Embedding Drift MonitorSoftware componentA monitoring component that tracks distribution statistics of generated embeddings, such as mean vector norm and per-dimension variance, and flags sudden changes.
End-to-End Health ProberSoftware componentA synthetic health check that runs a complete agent workflow on a known test scenario and verifies task completion, answer correctness, expected tool use and latency.
Environment SnapshotData artifactA versioned, fixed capture of an evaluation environment's state, data sources and dependencies, such as a date-restricted corpus, used to reproduce benchmark conditions.
Ephemeral Trace BufferData storeA short-term store retaining all reasoning traces for a brief window so recent anomalies can be analysed without long-term storage cost.
Error Budget TrackerSoftware componentAn SLO-management component that accumulates failures against the error budget implied by an SLO over a trailing window and computes the burn rate at which that budget is being consumed.
Evaluation BaselineData artifactThe recorded metrics of the current production agent on the evaluation dataset, with acceptable ranges, serving as the comparison target for every change.
Evaluation ConfigurationData artifactA declarative configuration specifying an evaluation's dataset source, evaluators with their metric names and judge LLMs, and output location, overridable at runtime.
Evaluation DatasetData artifactA curated, versioned collection of test queries paired with ground-truth answers and metadata (task type, difficulty, expected reasoning) used as a reproducible benchmark for agent quality.
Evaluation Failure AnalyzerSoftware componentAn analysis component that categorizes failed evaluation or production interactions into failure modes and traces them to responsible agent components.
Evaluation HarnessSoftware componentA software component that runs evaluations measuring agent or detector quality against datasets or adversarial scenarios.
Evaluation ProtocolData artifactA prospectively documented specification of controlled-comparison conditions, trial count and seeds, sample-size requirements, statistical tests, and statistical and practical significance thresholds for an evaluation.
Evaluation Report PublisherSoftware componentA reporting component that formats evaluation metrics, baseline comparison and regression alerts into a summary posted where reviewers see it, such as a pull-request comment.
Evaluation Result AnalyzerSoftware componentAn analytics component that statistically compares reasoning scores against reference chains, task outcomes and user feedback to locate systematic failure patterns and predictive quality dimensions.
Evaluation Result StoreData storeA persistent store of evaluation runs, their configurations, metrics and artifacts, queryable to answer when quality changed and which configuration performed best.
Evaluation RubricData artifactA structured scoring specification defining quality criteria (e.g., clarity, completeness, relevance, appropriateness) and their rating scales for human or model evaluators.
Evaluation Sampling Policy abstractData artifactA configuration setting what fraction of production interactions are evaluated at each deployment stage and when sampling rates increase in response to anomalies.
Evaluation Score AggregatorSoftware componentA component that aggregates per-case scores into stratified reports by environment, difficulty and capability, weighted composite scores, and Pareto views across competing objectives.
Evaluation Trace SamplerSoftware componentA monitoring component that selects production reasoning traces for quality evaluation by novelty, low confidence, user flags and systematic random sampling.
Evaluator CalibratorSoftware componentAn evaluation component that compares automated and LLM-judge reasoning scores with expert ratings on gold-standard data to set scoring thresholds and confirm agreement.
Exact Match ScorerSoftware componentA response scorer that marks a response correct only when it string-equals the ground-truth answer.
Execution ProfilerSoftware componentAn analysis component that aggregates execution timings hierarchically from workflow down to individual agents and tools to identify performance bottlenecks.
Exhaustive Evaluation Sampling PolicyData artifactAn evaluation sampling policy that evaluates every production trace.
Experiment Guardrail MonitorSoftware componentA monitoring component that periodically computes treatment and control online metrics and triggers rollback when sustained or statistically significant degradation is detected.
Experiment TrackerSoftware componentA tracking service that records each evaluation run's agent configuration, metrics and artifacts so runs are reproducible and comparable over time.
Explanation History StoreData storeA store of time-stamped explanation versions per decision, recording how assessment and reasoning evolved as information changed.
Failure Case CuratorSoftware componentAn evaluation-flywheel component that collects production failures and user-reported issues, validates their representativeness, and converts them into difficulty-calibrated regression test cases.
Failure Category ClassifierSoftware componentA telemetry component that labels each unsuccessful request either as a safety violation (a guardrail block with its reason) or as an infrastructure failure (an execution exception passed through the guardrail layer), feeding separate metrics and span attributes.
Failure Correlation AnalyzerSoftware componentAn analysis component that correlates failure occurrences with time of day, concurrent load, input type and resource state to reveal the conditions under which intermittent failures cluster.
Failure Signature CatalogData artifactA curated playbook mapping characteristic trace patterns to failure modes (tool selection, parameter generation, interpretation, state, hallucination, reasoning errors) and their root causes and fixes.
Failure TaxonomyData artifactA versioned classification scheme of agent failure categories with domain-specific severity and fix-effort weights used to categorise and prioritise evaluation failures.
Fairness MonitorSoftware componentA production monitoring component that continuously computes fairness metrics (demographic parity, equalized odds, calibration) on live predictions, aggregated daily, weekly or monthly, to detect fairness degradation.
Feature Activation MonitorSoftware componentAn interpretability component that decomposes model activations into sparse interpretable features during inference and detects activation of features associated with reasoning errors.
Feedback PrioritizerSoftware componentA component that ranks feedback themes by combining mention frequency, estimated affected users from implicit signals, and severity weighting.
Feedback Theme ClustererSoftware componentAn analysis component that groups semantically similar feedback comments into recurring themes using embedding-based clustering or topic modeling.
Filter Effectiveness EvaluatorSoftware componentAn evaluation component that pairs filter decisions with human ground-truth labels to compute precision, recall, F1 and false positive rate for comparing filter configurations.
Fuzzy Match ScorerSoftware componentA response scorer that marks a response correct when its string similarity to the ground-truth answer exceeds a threshold, tolerating paraphrase.
GPU System ProfilerSoftware componentA system-wide timeline profiler that captures GPU kernel execution, SM utilisation, memory bandwidth and allocations, CPU activity, OS runtime waits and annotated code ranges to localise inference bottlenecks.
GPU Telemetry ExporterSoftware componentA node-level telemetry component that samples accelerator streaming-multiprocessor utilization, memory usage and bandwidth, and power, and exports them to metrics and profiling back ends.
Ground Truth AnnotatorHuman roleA domain expert who labels test queries with known correct answers and authors edge-case and adversarial examples for evaluation datasets.
Guardrail Test SuiteData artifactA set of benign and adversarial test inputs paired with expected guardrail outcomes (blocked or answered) used to validate rails before deployment.
Guardrail Violation MonitorSoftware componentA monitoring component that records guardrail violations by type and severity and tracks filter precision, recall and false-positive rates over time against baseline to detect degradation.
Health Check AggregatorSoftware componentA health-check service that runs layered service, model, integration and end-to-end checks and combines their results into an overall healthy, degraded or unhealthy status for an agent system.
Health Status EndpointInterfaceA health endpoint (e.g., /health) returning an agent system's aggregated status, timestamp and per-layer check results for service, model, tools, memory, resources and end-to-end tests.
Health Status PolicyData artifactA threshold specification mapping availability, latency, resource headroom and quality-success indicators to healthy (green), degraded (yellow) and unhealthy (red) status levels.
Helpfulness Preservation EvaluatorSoftware componentAn evaluation component that checks whether alignment reduced harmful outputs without unnecessarily limiting helpful capability, targeting a Pareto improvement in helpfulness and harmlessness.
Holdout Evaluation SetData artifactA sequestered evaluation dataset never consulted during configuration exploration, used only once configuration decisions are final to measure generalisation.
Host Resource MonitorSoftware componentA monitoring component that samples host CPU, memory, disk and network usage and raises alerts when utilization approaches critical limits.
Incident Escalation PolicyData artifactA configuration defining the ordered responders and time thresholds through which an unresolved production incident escalates.
Incident ManagerSoftware componentAn operations component that opens an incident from an automatically detected alert, notifies the on-call engineer and escalates through a timed chain of responders until resolution.
Inference Engine ProfilerSoftware componentA profiler that breaks down LLM inference-engine execution by operation class, such as attention kernels, KV-cache access and quantized layers, to locate model-level bottlenecks.
Inference Metrics EndpointInterfaceA scrapeable endpoint on a model-serving process publishing inference-specific metrics such as queue depth, latency percentiles, batch sizes, error rates and per-model GPU usage.
Inference Performance AnalyzerSoftware componentA benchmarking tool that drives load against an inference server to compare configurations and measure throughput and latency before and after optimisation.
Integration Test SuiteData artifactA set of tests that run complete agent workflows against real tools, APIs and databases, checking tool coordination and response content on critical paths and edge cases.
Intent Performance AnalyzerSoftware componentAn analysis component that aggregates conversation metrics per intent category to reveal categories with elevated failure, low confidence or rising escalation rates.
Interpreted Feature LibraryData artifactA curated mapping from discovered sparse features to the concepts or reasoning patterns (correct or erroneous) they represent, built by systematic analysis of activations.
Judge Adversarial TesterSoftware componentA meta-evaluation component that periodically injects known-incorrect agent outputs into the evaluation stream to verify that automated judges identify them as failures.
Kernel ProfilerSoftware componentAn exhaustive profiler that instruments individual accelerator kernels at instruction granularity to expose intra-kernel inefficiencies.
Keyword Match ScorerSoftware componentA response scorer that detects required or forbidden phrases in a response and converts their capped count into a normalized score.
LLM Judge abstractSoftware componentA response scorer that prompts a language model with explicit per-level criteria to rate qualitative aspects of an agent response that resist simple rules, returning a normalized score.
Load Reconciliation CheckerSoftware componentA post-load verification component that queries the target store and confirms that the persisted record count matches the number of chunks the pipeline loaded.
Load Test RunnerSoftware componentA benchmarking component that submits requests at increasing concurrency and measures latency percentiles, throughput and resource consumption against performance budgets.
Log AggregatorSoftware componentA telemetry component that centralises scattered per-agent logs for cross-agent analysis.
Metric Divergence DetectorSoftware componentA monitoring component that correlates complementary agent success metrics to flag pathological optimization, where one metric meets or exceeds its target while a paired metric degrades.
Metrics CollectorSoftware componentA telemetry component aggregating per-agent latency, error, fallback, token-consumption and confidence metrics.
Metrics Dashboard abstractSoftware componentA visualization component that queries stored metric time series and renders graphs, heatmaps and gauges organised around operational questions.
Metrics Endpoint abstractInterfaceAn HTTP endpoint (conventionally /metrics) on an instrumented agent or service that exposes its counters, gauges, histograms and summaries in a scrapeable text format.
Metrics Scrape ConfigurationData artifactA declarative scrape-target specification selecting which workloads to scrape by label, at what path and at what interval, for a pull-based metrics collector.
Milestone EvaluatorSoftware componentA task success evaluator that decomposes a task into outcome-critical intermediate milestones and credits each one achieved, ignoring inconsequential actions.
Minimum Aggregation Quality ScorerSoftware componentA reasoning quality scorer that takes the minimum of the dimension scores, treating a chain as only as strong as its weakest dimension.
Model Health ProberSoftware componentA monitoring component that periodically sends a synthetic inference request to a served model and checks that it is loaded, answers within a timeout and maintains its quality baseline.
Monitoring Reference DatasetData artifactA stable historical dataset representing known-good model performance and spanning normal variability, used as the baseline for production drift and quality comparisons.
Online EvaluatorSoftware componentAn evaluation component that scores a sample of real production interactions without ground truth, combining judge-model scores, implicit behavioural signals, and explicit user feedback.
Operational RunbookData artifactA documented diagnosis-and-mitigation procedure for a recurring operational issue, such as high latency or high error rate, that branches by bottleneck or error type to specific checks and actions.
Optimization RecommenderSoftware componentAn analysis component that turns agent profiling data into ranked remediation suggestions, such as parallelizing independent tool calls or caching repeated calls, each with estimated latency and cost impact.
Output Edit RecorderSoftware componentA telemetry component that records user edits, rewrites, parameter adjustments and copy-paste refinements of agent outputs as before-and-after pairs and detects substantial edits.
Output Length CalibratorSoftware componentAn analysis component that measures the output-token length distribution, tests candidate maximum-token limits against quality metrics, and selects the minimum limit that preserves quality.
Override Rate MonitorSoftware componentA monitoring component that tracks how often human reviewers override AI recommendations and flags rates indicating automation bias (too low) or poor AI performance or distrust (too high).
Performance BaselineData artifactA recorded reference of latency percentiles (p50/p95/p99), request and token throughput and GPU utilization under representative load and default configuration.
Performance Profiler abstractSoftware componentAn abstract observability component that captures execution activity of an agent or inference workload at a chosen granularity so elapsed time and resource use can be attributed to stages.
Performance Trend AnalyzerSoftware componentAn analysis component that examines historical benchmark results over a window to classify accuracy, latency and cost trends and flag gradual drift that no single threshold violation reveals.
Post-Incident ReportData artifactA structured record of a production incident capturing what happened, timeline, impact, root cause, detection method, resolution and prevention actions.
Principle Adherence EvaluatorSoftware componentAn evaluation component that tests a model with per-principle violation-seeking prompts, edge cases and out-of-distribution framings, measuring false refusals and accepted violations.
Principle Adherence Test SuiteData artifactA set of test prompts targeting each constitutional principle, including edge cases, ambiguous scenarios, violations framed as reasonable requests and legitimate near-boundary requests.
Production Quality Monitor abstractSoftware componentAn abstract monitoring component that computes model-quality, drift and data-quality metrics over production predictions against a reference baseline and raises alerts on anomalies, compensating for silent failures and delayed ground truth.
Profile ReportData artifactA persisted profiling capture containing the complete trace plus a queryable timeline database used for visual and programmatic analysis.
Profiling Capture ConfigurationData artifactA capture specification selecting trace targets (accelerator API, annotations, OS runtime), memory-usage tracking, CPU sampling, context-switch tracing and output location for a profiling run.
Profiling Tier PolicyData artifactA policy defining tiered profiling modes: continuous lightweight monitoring, triggered detailed captures, canary profiling of a traffic fraction, and restricted exhaustive kernel profiling.
Quality Drift DetectorSoftware componentA monitoring component that applies statistical process control to reasoning-quality metrics over time and flags significant departures from established baselines.
Quality Improvement BacklogData storeA tracked list of identified reasoning-quality problems, each with priority, owner and success criteria, feeding targeted improvements and re-evaluation.
Query Novelty DetectorSoftware componentA detector that flags queries whose embeddings are semantically distant from training or recent examples as likely to stress agent reasoning.
RAG EvaluatorSoftware componentAn automated evaluation component that scores retrieval-augmented answers on faithfulness, answer relevance, context precision, and context recall.
Random Evaluation Sampling PolicyData artifactAn evaluation sampling policy that selects a uniform random fraction of production traces for evaluation.
Reasoning Chain DecomposerSoftware componentAn evaluation preprocessing component that splits a reasoning trace into steps and each step into Reasoning Content Units labelled as premises or conclusions.
Reasoning Chain ValidatorSoftware componentAn evaluation component that reconstructs an agent's intermediate multi-hop reasoning steps and validates each against annotated supporting facts or knowledge-graph triples, scoring answers jointly with evidence.
Reasoning Faithfulness TesterSoftware componentAn evaluation component that tests whether a model's verbalised reasoning actually drives its answers, using symmetric or perturbed question probes and causal analysis of which steps influence the output.
Reasoning Graph AnalyzerSoftware componentAn analysis component that queries a reasoning graph's topology, retrieving concept-related thoughts, tracing dependency provenance chains and computing centrality of influential thoughts.
Reasoning Quality Scorer abstractSoftware componentAn evaluation component that combines per-dimension reasoning scores (intra-step correctness, inter-step consistency, informativeness, relevancy) into an overall reasoning quality result.
Reasoning Quality Threshold ConfigurationData artifactA configuration artifact holding calibrated decision thresholds for reasoning validators and tiered alerting on reasoning quality degradation.
Reasoning Trace SchemaData artifactA data contract defining each logged reasoning step as a structured object with its premises, conclusions, evidence sources, justification and reasoning type.
Reference Reasoning DatasetData storeA gold-standard dataset pairing problem statements with expert-validated reference reasoning chains, step-level premise/conclusion/evidence annotations, evaluation criteria and expert quality ratings.
Reference TrajectoryData artifactA ground-truth expected action sequence for a test case, listing each tool, its expected parameters and outputs, required ordering, context conditions and success criteria.
Regression GateSoftware componentAn automated quality gate that compares candidate evaluation metrics with the baseline and configured thresholds and passes, blocks, or escalates promotion of an agent change.
Regression Test SuiteData artifactA versioned set of known-good and known-bad agent tasks, including core, edge-case and historically failed tasks, re-run after every model or agent update to detect performance regressions.
Regression Threshold PolicyData artifactA version-controlled configuration of per-metric absolute minimums and maximum allowed regressions that a regression gate enforces.
Replica Metrics EndpointInterfaceAn on-demand endpoint through which each replica reports its current load state (CPU, memory, queue depth, recent latency) for polling by load balancers and metrics collectors.
Representative WorkloadData artifactA load specification reproducing real traffic distributions of prompt lengths, conversation histories, tool-usage patterns and concurrency for profiling and benchmarking.
Resource Health CheckerSoftware componentA health check that verifies free accelerator memory, host memory and disk headroom against thresholds before resource exhaustion degrades an agent service.
Response Scorer abstractSoftware componentAn abstract evaluation function that scores one agent response against ground truth, policy, or quality criteria and returns a normalized score or pass/fail indicator.
Retrieval Quality EvaluatorSoftware componentAn evaluation component that measures retrieval precision and recall over time against human-labeled relevance judgments for representative queries.
Reward Hacking MonitorSoftware componentA training-time monitoring component that compares policy outputs across checkpoints to detect emerging reward-exploitation patterns such as excessive verbosity, sycophancy, confidence inflation and formulaic phrasing.
Rollout Analysis TemplateData artifactA declarative specification of the metric queries, success conditions, evaluation interval and failure limit used to decide whether a progressive rollout continues or aborts.
Rule Outcome MonitorSoftware componentAn observability component that compares rule-triggered decisions with later-confirmed outcomes or business metrics to track per-rule performance and flag underperforming rules.
Rule Quality ScorerSoftware componentAn evaluation component that measures a candidate rule's per-class coverage and precision on held-out validation data and combines them into a rule confidence score.
Rule-Based Compliance ScorerSoftware componentA response scorer that extracts values (amounts, percentages, dates) from a response and verifies them against configured policy limits, failing on any violation.
SLO MonitorSoftware componentA software component that compares service indicators with thresholds and raises alerts before users notice degradation.
Safety Metric Threshold PolicyData artifactA configuration of target values and action triggers for safety KPIs: violation rate, false-positive rate, human override rate and adversarial success rate.
Satisfaction Score CalculatorSoftware componentAn analytics component that aggregates post-interaction survey responses into standard satisfaction indices: top-2-box Customer Satisfaction Score (CSAT), Net Promoter Score (NPS) and mean Customer Effort Score (CES).
Satisfaction Survey DefinitionData artifactA versioned post-interaction questionnaire specifying the satisfaction (1-5), likelihood-to-recommend (0-10) and customer-effort (1-7) questions and scales used to measure agent user experience.
Score-Only JudgeSoftware componentAn LLM judge that returns evaluation scores without exposing any reasoning trace for its verdict.
Semantic Similarity ScorerSoftware componentA response scorer that measures accuracy as the semantic similarity between an agent response and an expert-validated ground-truth answer.
Sentiment ClassifierSoftware componentAn NLP component that labels feedback text as positive, neutral or negative, optionally per aspect such as retrieval speed or transaction capability.
Service Degradation PredictorSoftware componentA predictive monitor that analyses real-time streaming telemetry for server degradation patterns and latency spikes that will soon affect users, raising them before user impact.
Service Level Objective SpecificationData artifactA specification of target latency percentiles, minimum throughput and maximum cost per request against which serving configurations and monitors are validated.
Shadow Test RunnerSoftware componentA version experimenter that runs a new agent version silently alongside production, logging what it would have done without executing those actions.
Simulated User AgentSoftware componentAn evaluation component that plays the user role in multi-turn benchmark episodes, issuing requests grounded in natural-language scenario instructions to the agent under test.
Simulated Web EnvironmentSoftware componentA self-contained, reproducible replica of realistic websites and auxiliary tools against which agents are evaluated, with controllable variation of layouts and injected imperfections.
Smoke TesterSoftware componentA post-deployment check that sends real requests to a newly deployed service (health endpoint, simple query, authenticated call) to verify basic functionality in its target environment.
Sparse AutoencoderModel assetA model trained to decompose a language model's activations into sparse combinations of interpretable features.
State Outcome ScorerSoftware componentA response scorer that judges task success by comparing environment or database state before and after the agent acts, independent of the interaction path taken.
Statistical ComparatorSoftware componentA comparison service that tests whether metric differences between a candidate and a baseline or control group are statistically significant, reporting p-values and confidence intervals.
Strategic Evaluation Sampling PolicyData artifactAn evaluation sampling policy that combines a random sample with oversampling of errored (and edge-case) traces.
Streaming Quality MonitorSoftware componentA production quality monitor that evaluates each prediction as it occurs and streams metrics continuously to the monitoring system for real-time alerting.
Synthetic Scenario GeneratorSoftware componentAn evaluation-data component that uses an LLM to generate diverse test scenarios within expert-defined database schemas and policy documents.
Task Success Evaluator abstractSoftware componentAn abstract evaluation component that judges whether, and how well, an agent run accomplished its task, producing success or partial-credit scores.
Telemetry Change-Point DetectorSoftware componentA monitoring component that runs statistical change-point detection across all collected telemetry, including metrics no one actively tracks, to surface unanticipated behavioural changes before they compound.
Telemetry GatewaySoftware componentAn intermediate telemetry aggregation service that receives traces from many sources, buffers them during backend unavailability, applies sampling, enriches them with environment metadata, and forwards them to backends.
Test Case MutatorSoftware componentA test-generation component that derives edge-case test cases from valid happy-path cases by mutating parameters to boundary or invalid values and combining edge conditions.
Time-Series Metrics StoreData storeA database of timestamped metric samples collected from agents and infrastructure, queryable for rates, percentiles and trends.
Token Cost MeterSoftware componentA metering component that attributes token consumption and inference cost to agent tasks and steps.
Token Predictability AnalyzerSoftware componentAn analysis component that measures the distribution of token probabilities in a workload's generations to predict speculative-decoding acceptance before deployment.
Tool Call Accuracy EvaluatorSoftware componentA programmatic evaluator that validates recorded tool calls against schemas and ground-truth references, scoring tool selection, per-parameter correctness and execution success.
Tool Concurrency AuditorSoftware componentAn auditing component that correlates tool invocations across agents through shared trace IDs to detect simultaneous invocations of tools modifying the same shared resource.
Tool Efficiency ScorerSoftware componentA response scorer that analyses an agent's tool-call sequence for a task and penalizes redundant or suboptimal invocations.
Tool Fault InjectorSoftware componentA test component that replaces tool success responses with errors, empty results, unexpected formats, latency or unavailability during evaluation to exercise agent error handling.
Tool Protocol Conformance ValidatorSoftware componentA test component that validates a tool-protocol server's protocol conformance, verifies connectivity and exercises its tool integrations before agents rely on it.
Tool Usage AnalyzerSoftware componentAn analytics component that monitors production tool-call patterns to detect overuse, underuse, redundant calls, and poor tool selection.
Trace CollectorSoftware componentA telemetry component that captures agent reasoning steps, tool invocations with parameters, latencies, errors, and retries as structured traces.
Trace Context PropagatorSoftware componentA telemetry component that propagates shared trace, session and parent-span identifiers across agent handoffs and service boundaries so distributed spans correlate into one causally ordered trace.
Trace Error ClassifierSoftware componentAn analysis component that classifies error events in traces as expected (handled by designed recovery such as retries or fallbacks) or unexpected (unhandled or recovery-exhausting).
Trace ExporterSoftware componentA telemetry SDK component that formats, batches and ships instrumented trace events over a standardized protocol to a collector or observability backend.
Trace Pattern MinerSoftware componentAn analysis component that mines stored agent traces to discover common agent paths, usage patterns, error clusters and performance segments, surfacing low-performing and high-cost steps.
Trace Sampling PolicyData artifactA feature-flag-driven configuration determining per request whether to collect full, sampled, confidence-conditional, user-triggered or minimal traces.
Trace SchemaData artifactA structured contract defining hierarchical spans (start/end time, metadata, parent-child links, trace IDs) and the per-span fields agent traces must carry, aligned with OpenTelemetry semantic conventions.
Trace StoreData storeA store of captured agent execution traces that supports technical-view explanations, debugging, and audit investigation.
Trace VisualizerSoftware componentAn analysis interface that renders stored traces as interactive timelines with hierarchical drill-down, error highlighting, side-by-side trace comparison, and span filtering and search.
Trajectory Matching EvaluatorSoftware componentA task success evaluator that compares an agent's executed action sequence against a golden reference trajectory.
Trajectory ScorerSoftware componentA response scorer that evaluates how an agent reached its result, assessing reasoning-chain soundness, tool-selection sequence, strategy adaptation and decision transparency from execution traces.
Unit Test SuiteData artifactA set of fast tests validating individual tool functions in isolation with external APIs, databases and memory backends mocked, without invoking LLM reasoning.
User Feedback StoreData storeA store of explicit user feedback (ratings, comments, issue tags) and implicit behavioural events linked to agent interactions for analysis.
Vector Store Capacity MonitorSoftware componentA monitoring component that periodically collects per-collection object counts, per-shard disk usage, memory and node/shard status from a vector store to detect stalled ingestion and forecast capacity.
Weighted Aggregation Quality ScorerSoftware componentA reasoning quality scorer that computes a weighted average of dimension scores with weights reflecting application priorities.
Workflow Execution DebuggerSoftware componentA developer observability tool that inspects per-step workflow state, visualizes the execution path, and rewinds to a stored checkpoint to replay execution with modified state or parameters.

Safety & Security (130)

Cross-cutting component that prevents, detects, or contains harmful inputs, outputs, and actions.

ComponentKindDefinition
API Key AuthenticatorSoftware componentAn authentication component that admits only requests presenting a configured secret API key mapped to a user, rejecting anonymous access.
Access Anomaly DetectorSoftware componentA monitoring component that analyses personal-data access logs for anomalous patterns such as unusual access times, bulk exports, repeated failed authentication or unexpected locations, and raises security alerts.
Action Policy EngineSoftware componentA policy enforcement component that authorises or blocks agent actions and tool access against permission scopes and safety prerequisites such as approvals, backups, or tickets.
Action Risk Tier PolicyData artifactAn externalized configuration classifying each agent action as autonomous, approval-required or prohibited, with unknown actions defaulting to prohibited.
Action Sequence PolicyData artifactA declarative set of prerequisite, ordering and prohibited-action rules stating which actions must precede others and which tools may never be invoked.
Agent Circuit BreakerSoftware componentA protective control that automatically pauses an agent when accumulated errors exceed a threshold and keeps it paused until a human reviews and resumes it.
Alignment-Score Fact CheckerSoftware componentA fact checking rail that scores claim-to-reference alignment with a GPU-accelerated embedding-based alignment model, trading some accuracy for very low overhead.
Allow-List Output FilterSoftware componentA content safety filter that permits only outputs explicitly enumerated in an approved set and blocks everything else.
Approved Source AllowlistData artifactA list of approved, trusted document sources (e.g., peer-reviewed publications) against which retrieved document provenance is validated.
Attribute-Based Access PolicyData artifactA declarative ABAC rule set combining agent, resource, action and environmental attributes into context-dependent authorization and approval requirements.
Audience Appropriateness FilterSoftware componentAn output guardrail that checks a response against content restrictions for the user's age group, applying stricter category restrictions for children than for teens.
Authorization Policy Decision PointSoftware componentA policy engine that evaluates fine-grained authorization rules for API requests and returns allow/deny decisions, separating policy decisions from gateway enforcement.
Automated Containment ResponderSoftware componentA response component that, on a sandbox anomaly alert, terminates the suspicious execution, destroys and recreates the compromised container, or escalates to the security team.
Bias Classifier ModelModel assetClassifier weights trained on thousands of labeled examples to distinguish biased (gender, racial, cultural stereotyping) from neutral text.
Bias Indicator Rule SetData artifactA configuration of explicit bias-indicator patterns, such as gendered adjective pairs ("assertive" vs. "bossy"), racial stereotypes, and age-related assumptions, used by rule-based bias detection.
Blocking Violation Response PolicyData artifactA violation response policy that blocks the output and returns a standardized, polite refusal (hard or softened with explanation).
Canonical Form MatcherSoftware componentA matching component that maps a user utterance to a declared canonical intent by semantic similarity to its example phrases, generalizing beyond the enumerated wordings.
Cascaded Fact CheckerSoftware componentA fact checking rail that runs alignment scoring on all responses, escalates marginal-confidence cases to NLI verification and only ambiguous residue to self-check LLM critique.
Certificate AuthoritySoftware componentA trust service that issues and automatically rotates short-lived X.509 certificates so edge systems and the management plane can mutually authenticate.
Classifier Bias DetectorSoftware componentA bias detector that applies a machine-learning classifier trained on labeled biased and neutral text to recognise implicit discriminatory language patterns.
Classifier Jailbreak DetectorSoftware componentA jailbreak detector that applies a classifier fine-tuned on jailbreak datasets for deeper analysis of suspicious input.
Client Rate LimiterSoftware componentAn entry-point control that caps the request rate per client or source address, throttling repeated abusive attempts such as jailbreak probing or shedding excess traffic.
Collusion MonitorSoftware componentA monitoring component that detects coordinated behaviour patterns indicating coalitions or collusion among supposedly competing agents.
Container Escape Test SuiteData artifactA versioned set of reproductions of documented container escape exploits used to verify that sandboxes block them.
Container Image ScannerSoftware componentA security component that inspects built container images for known vulnerabilities in base images and dependencies and fails the build on critical CVEs.
Container Security ContextData artifactA per-workload security specification restricting the system resources and kernel capabilities a container may use.
Content Deny ListData artifactA maintained list of forbidden words, phrases, regular expressions and known harmful patterns, including domain-specific compliance phrases, drawn from static threat intelligence and dynamic security-team updates.
Content Safety Filter abstractSoftware componentAn abstract filter that inspects model input or output text for harmful, toxic or policy-violating content and flags, blocks or passes it before delivery.
Content-Modification Violation Response PolicyData artifactA violation response policy that masks or rewrites violating content to bring the output into compliance before delivery.
Context-Aware PII DetectorSoftware componentA PII detector that uses document structure and keyword proximity to field labels to classify otherwise generic values, such as numbers labelled 'Patient ID', as PII.
Data Subject Identity VerifierSoftware componentA verification component that confirms a data-subject request originates from the person who owns the data, by matching account credentials or confirming through email, before fulfilment.
Dedicated Hardware SandboxInfrastructure resourceAn execution environment isolated on bare-metal hardware dedicated to a single customer.
Deny-List Content FilterSoftware componentA content safety filter that blocks text matching any entry of a deny list of forbidden words, phrases or compiled regular expressions.
Device Attestation ServiceSoftware componentA security service that verifies edge device integrity through hardware-backed attestation before the device is trusted.
Dialog RailSoftware componentA guardrail that decides, per conversational turn, whether the LLM runs, substituting predefined responses, executing custom actions or conditionally invoking the LLM according to declared dialogue flows.
Disclaimer InjectorSoftware componentAn output guardrail that modifies responses to meet standards by appending domain-appropriate compliance disclaimers or converting absolute statements into hedged language.
Document PII RedactorSoftware componentAn ETL transformation component that replaces detected PII spans in source documents with typed placeholder masks before chunking and embedding, routing uncertain detections to human review.
Domain Compliance Rail abstractSoftware componentAn abstract output guardrail that checks a proposed response against domain-specific regulatory rules and, on violation, halts delivery and returns a standardized refusal with a logged reason.
Entropy-Based Hallucination DetectorSoftware componentA tool hallucination detector that monitors token-probability entropy while the generating model produces parameter values and flags values whose entropy exceeds thresholds derived from correct-invocation baselines.
Execution RailSoftware componentA guardrail that validates tool-call inputs and tool results bidirectionally, rejecting calls that touch protected fields, redacting sensitive result fields and enforcing rate, batch and cost limits.
Execution Sandbox abstractInfrastructure resourceAn isolated execution environment for running untrusted, agent-generated code without exposing host systems.
Fact Checking Rail abstractSoftware componentA guardrail that verifies claims in a generated response against trusted source passages before delivery, rejecting or correcting responses whose claims are unsupported or contradicted.
Field-Level EncryptorSoftware componentA security component that encrypts sensitive personal-data fields at rest with keys obtained from a separate key management service, so database compromise alone does not expose plaintext.
Full Enforcement ModeData artifactA policy enforcement mode in which all policies block prohibited actions and violations trigger automated remediation workflows.
Guardrail OrchestratorSoftware componentA wrapper runtime placed between application code and an LLM endpoint that intercepts each request and response and executes the configured rails in sequence, deciding whether inference proceeds.
Guardrail PolicyData artifactA declarative, version-controlled configuration of rail definitions — canonical user intents, predefined bot responses, dialogue flows, enabled rails, thresholds and fact-checking method — that programs guardrail behaviour independently of the LLM.
Hallucination Risk FlaggerSoftware componentA decision guardrail that flags factual claims or recommendations lacking supporting retrieved sources as hallucination risks requiring human review.
Heuristic Jailbreak DetectorSoftware componentA jailbreak detector that flags attacks from perplexity drops, prompt-injection patterns (e.g., regular expressions) and known jailbreak preambles.
Human-Escalation Violation Response PolicyData artifactA violation response policy that routes uncertain principle applications to human reviewers for judgment instead of deciding automatically.
Identity ProviderSoftware componentA service that authenticates agents and issues and refreshes secure tokens so only authorised agents access sensitive tools.
Input RailSoftware componentA guardrail that screens each user message before LLM processing for jailbreak attempts, off-topic requests and sensitive data, rejecting or answering with predefined responses without invoking inference.
Interaction Data AnonymizerSoftware componentA privacy component that minimizes and anonymizes collected interaction records, hashing queries and dropping user identifiers and personal data, before they are stored for improvement analysis.
Interaction Safety ScannerSoftware componentAn automated assessment component that scans agent interactions for harmful language, prompt injection attempts, and sensitive information leakage.
Jailbreak Detector abstractSoftware componentA detection component that identifies jailbreak and prompt-injection attempts in user input, such as role-play manipulations or known attack preambles.
Jurisdictional Principle SelectorSoftware componentA runtime policy component that selects the applicable regional principle set for each interaction by user jurisdiction while always applying core principles.
Just-in-Time Credential BrokerSoftware componentA security service that obtains fresh, short-lived, task-scoped credentials for each agent task or sandbox session instead of standing credentials.
Key Management ServiceSoftware componentA service that generates, stores and releases encryption keys for at-rest data so keys never persist on the devices that hold the encrypted data.
LLM Self-Check Output RailSoftware componentAn output guardrail that prompts the LLM itself, as a judge, to assess whether its own proposed output violates content policies before delivery.
LLM-Judge Bias DetectorSoftware componentA bias detector that prompts a large language model, given an output and its demographic context, to judge whether the output contains stereotypes, demographic assumptions, or differential treatment.
Least-Privilege Permission SetData artifactA declarative grant of the minimum object-, operation-, field- and record-level permissions an agent identity needs, starting from a default of zero access.
Memory Write ValidatorSoftware componentA validation gate between perception and long-term storage that checks candidate memories for consistency, hallucination patterns and multi-source confirmation before persistence.
MicroVM SandboxInfrastructure resourceAn execution sandbox that runs each container inside a lightweight hardware-virtualized VM with its own guest kernel while preserving container APIs.
Model Integrity ValidatorSoftware componentA security component that verifies model artifacts use a non-executable tensor serialization format, scans them for known vulnerabilities and validates their integrity before loading.
Moderation Inference Service abstractSoftware componentAn abstract service that executes content-classification inference for moderation filters and returns category scores.
Moderation Threshold PolicyData artifactA configuration of classifier score thresholds that separate auto-allow, human-review and auto-block bands for moderated content, tuned per use case.
Monitor-Only Enforcement ModeData artifactA policy enforcement mode in which every action is evaluated and the outcome logged, but no action is blocked, building a baseline behavioural profile.
Monitor-Only Violation Response PolicyData artifactA violation response policy that lets a borderline action or output proceed while logging and alerting on it for later human review of whether policy refinement or agent retraining is needed.
Multi-Strategy PII DetectorSoftware componentA PII detector that combines pattern, NER and context-aware detection results into a single confidence-scored set of PII findings.
NER PII DetectorSoftware componentA PII detector that uses a named-entity recognition model to label person names, organizations, locations and other semantic entities as PII.
NLI Fact CheckerSoftware componentA fact checking rail that classifies each claim as entailed by, contradicting, or neutral to source documents using a specialized natural language inference model.
Output Allow ListData artifactAn approved set of permissible outputs, such as a response template library, standardized code set or pre-approved safe operations, against which allow-list filtering is performed.
Output Bias Detector abstractSoftware componentA runtime post-filter that scores each response for biased or discriminatory language, including dog whistles, stereotyping and microaggressions, and blocks it or flags uncertain cases for human review.
Output RailSoftware componentA guardrail that screens agent output against scope and policy constraints and blocks or modifies disallowed content before delivery.
Output Risk StratifierSoftware componentA routing component that classifies each output by criticality and applies a correspondingly lighter or stricter chain of output controls.
Output Structure ValidatorSoftware componentAn output guardrail that checks responses against predefined form criteria: JSON or XML well-formedness, schema compliance, length bounds and presence of required elements.
PII AllowlistData artifactA list of entities, such as public figures, whose names are not sensitive and must be excluded from PII redaction.
PII Detector abstractSoftware componentAn abstract privacy component that locates personally identifiable information spans in document text and reports each with a PII type, detection method and confidence score.
PII Pattern LibraryData artifactA library of regular-expression patterns for generic and industry-specific structured PII, such as medical device IDs and financial instrument identifiers.
PII RedactorSoftware componentA guardrail that detects personally identifiable information in agent responses and masks or removes it before delivery.
Parameter Context Grounding ValidatorSoftware componentA pre-execution gate that checks tool parameters for consistency with conversation state, explicit user constraints, resolved temporal references and stable entity references.
Parameter Provenance ValidatorSoftware componentA pre-execution validation gate that traces each tool parameter value to a legitimate source (user input, authenticated session, retrieved context or prior tool output) and blocks untraceable or low-confidence values.
Parameter Security ValidatorSoftware componentA pre-execution gate that checks tool parameters against the authenticated principal's authorization scope, sanitizes external inputs and detects attack patterns before tool invocation.
Pattern Compliance CheckerSoftware componentA domain compliance rail that detects regulated content, such as explicit investment-advice phrases and price predictions, by pattern matching.
Pattern PII DetectorSoftware componentA PII detector that matches regular-expression patterns for structured identifiers such as Social Security numbers, credit card numbers, phone numbers and email addresses.
Penetration TesterHuman roleAn external security specialist who attempts to compromise systems holding personal data using the same techniques malicious actors employ, to reveal exploitable vulnerabilities before attackers do.
Physical Safety EnvelopeData artifactA policy of physical operating limits for an autonomous robot, including speed limits, maximum force application and proximity zones around human workers.
Pod Network PolicyData artifactA declarative firewall rule set specifying allowed ingress and egress traffic between workloads by label and namespace.
Policy Context AggregatorSoftware componentA policy information component that assembles the evaluation context for a proposed agent action from agent identity, user context, tool metadata and environmental signals such as time, system load and security alerts.
Policy Enforcement Mode Configuration abstractData artifactAn abstract configuration setting, per policy, whether the policy engine only logs evaluation outcomes, blocks violations, or blocks and launches automated remediation.
Policy Violation ResponderSoftware componentAn automated remediation component that, when the policy engine blocks a prohibited action, logs full context, notifies the security team and triggers review of the agent's recent activity.
Protected Field PolicyData artifactA declarative list of data fields (e.g., credit card numbers, psychiatric diagnoses, internal fraud scores) that agents must not query, receive or disclose.
Protected Field RedactorSoftware componentA runtime filter that removes fields designated as protected from structured retrieved records or tool results while keeping permitted fields for LLM processing.
Rate LimiterSoftware componentA control that caps the rate of agent tool invocations to protect downstream systems from overload by runaway agents.
Red Team TesterHuman roleA security researcher who attempts to bypass guardrails with novel jailbreaks, subtle prompt injections and social engineering so that discovered bypasses can be fixed.
Reflexive Safety ControllerSoftware componentA pre-programmed finite-state reactive controller that executes emergency stops or evasive manoeuvres on safety-critical sensor events without consulting planning layers.
Repetition Loop DetectorSoftware componentAn output guardrail that detects a model generating the same phrase or paragraph repeatedly and flags the response as a generation failure requiring intervention.
Restricted Domain PolicyData artifactA configuration listing restricted topics and advice domains (e.g., medical, legal, financial) with trigger keywords and the required action, such as decline or general information only.
Retrieval RailSoftware componentA guardrail that filters retrieved chunks after semantic search and before LLM context injection, redacting protected fields, rejecting unapproved sources and enforcing claim-to-passage citation.
Rule Constraint FilterSoftware componentA safety component that eliminates candidate actions violating rule-encoded safety, regulatory or policy constraints, defining the feasible action space before optimisation.
Rule-Based Bias DetectorSoftware componentA bias detector that matches explicit bias indicators, such as gendered descriptors, racial stereotypes, or age assumptions, against a configured rule set.
Runtime Security PolicyData artifactA declarative rule set specifying permitted system calls, accessible file paths, spawnable processes and reachable network destinations for sandboxed execution.
Runtime Security Policy EnforcerSoftware componentA runtime-integrated enforcement component that intercepts system calls, file accesses, process spawns and network operations inside a sandbox and blocks or escalates those violating policy.
Sandbox Anomaly DetectorSoftware componentA monitoring component that continuously observes sandboxed agent behavior and flags anomalous resource consumption, unexpected network connections, suspicious file access or repeated policy violations.
Sandbox Capability Test SuiteData artifactA set of positive tests for permitted sandbox operations and negative tests for forbidden file, network, process and resource operations.
Sandbox Validation RunnerSoftware componentA testing component that executes capability, container-escape and breach-simulation tests against deployed sandboxes to verify legitimate operations succeed and dangerous ones fail.
Scoped Access TokenData artifactA short-lived credential carrying only the specific OAuth 2.0 scopes (e.g., read:calendar) an agent capability requires.
Secrets VaultData storeA secure store of API keys and credentials used by tools, from which agents obtain current credentials.
Secure Boot VerifierSoftware componentA boot-time integrity component that measures firmware, operating system and container components and refuses to execute any whose signature or hash does not match known-good values.
Security AnalystHuman roleA security or ML-safety team member who investigates safety-violation alerts, adversarial prompting patterns and the effectiveness of guardrail policies.
Self-Check LLM Fact CheckerSoftware componentA fact checking rail that runs the LLM a second time to critique its own output against sources, catching subtle logical inconsistencies at roughly double inference cost.
Self-Hosted Moderation ServiceSoftware componentA moderation inference service running a classification model on the organization's own CPU or GPU infrastructure.
Semantic Compliance ClassifierSoftware componentA domain compliance rail that uses semantic similarity models to detect regulated intent, such as advice giving, independent of surface wording.
Sensitive Topic DetectorSoftware componentA classifier that detects conversation content on sensitive topics, such as harassment complaints, legal disputes, emotional distress or security concerns, that requires immediate human handling.
Shared-Kernel Container SandboxInfrastructure resourceAn execution sandbox built from a standard container using kernel namespaces and cgroups, sharing the host kernel with co-located containers.
Soft Enforcement ModeData artifactA policy enforcement mode that blocks violations only of critical, high-impact policies while lower-risk policies remain in monitor mode.
Static Security ScannerSoftware componentA source-code security scanner that detects insecure patterns such as hardcoded secrets, injection-prone queries, unsafe deserialisation and unsanitised user input interpolated into prompt templates.
Swarm Anomaly DetectorSoftware componentA monitoring component that identifies systematically faulty swarm members and excludes them from coordination.
Syscall-Interception SandboxInfrastructure resourceAn execution sandbox that intercepts application system calls in a user-space kernel implementation, validating or rejecting them before they reach the host kernel.
Third-Party Moderation ServiceSoftware componentA moderation inference service consumed as an external API that scores submitted content for toxicity or other harm categories.
Time-Bound Permission GrantData artifactA temporary elevated permission bound to a validity window after which it is automatically revoked.
Tool Call Verifier ModelModel assetA model trained on labeled examples of correct and hallucinated tool calls that predicts, with calibrated confidence, whether a proposed tool invocation is valid.
Tool Hallucination Detector abstractSoftware componentAn abstract detector that estimates, from model confidence signals, whether a proposed tool call or parameter is likely hallucinated, flagging low-confidence calls for verification.
Toxicity Classification ModelModel assetPre-trained classifier weights, trained on large-scale datasets of toxic and benign content, that output a toxicity confidence score for a text.
Toxicity ClassifierSoftware componentA content safety filter that scores text with a machine-learning model trained on labeled toxic and benign content and flags it when the score exceeds a threshold.
User Identity VerifierSoftware componentA security component that verifies an end user's identity, for example through multi-factor authentication, before the agent accesses accounts or executes financial or claims transactions.
Verifier-Model Hallucination DetectorSoftware componentA tool hallucination detector that submits each proposed tool call to a separately trained, calibrated verifier model and allows execution only when the verifier confirms the call is valid.
Violation Response Policy abstractData artifactAn abstract configuration stating what the system does when an output is judged to violate, or plausibly violate, a principle.
Violation Severity PolicyData artifactA mapping of guardrail violation types to severity levels (e.g., injection attempt and PII leak critical, unauthorized tool high, low confidence medium).
Vulnerability Gate PolicyData artifactA policy stating which vulnerability severities, with or without available fixes, fail a build, and how explicitly acknowledged CVE exceptions are handled.
Warning-Label Violation Response PolicyData artifactA violation response policy that delivers the output with warnings or disclaimers attached, such as misinformation warnings, confidence disclaimers or 'consult a professional' notices.

Governance & Compliance (156)

Cross-cutting component for policy, fairness, privacy, auditability, and regulatory conformance.

ComponentKindDefinition
AI Auditor abstractHuman roleAn abstract independent reviewer role that examines AI governance, technical, operational, safety and regulatory evidence to determine conformance and reports graded findings.
AI Control CatalogData artifactA catalog of technical and organizational AI controls grouped by category (governance, data, bias and fairness, transparency, risk management, monitoring, incident management, human oversight) with applicability by risk tier.
AI Documentation ReviewerHuman roleA human reviewer with domain and ethical expertise who reviews, edits and certifies automatically generated AI documentation for accurate characterization of capabilities, limitations and impacts.
AI Governance PolicyData artifactA leadership-approved policy artifact stating acceptable AI uses, prohibited applications, governance decision procedures, and criteria for when human oversight is required.
AI Impact Assessment RecordData artifactA structured assessment recording, at problem formulation, which stakeholders and communities a proposed AI system may harm, fairness and privacy considerations, alternatives, and the resulting design decisions.
AI Incident Classification PolicyData artifactA policy defining what constitutes an AI incident (performance degradation beyond thresholds, bias exceeding acceptable levels, security compromise, harmful outputs reaching users, regulatory violation) and its severity classes.
AI Risk Tier ClassifierSoftware componentA governance component that assigns each inventoried AI system a risk category from failure impact, affected populations, applicable regulation and organizational dependence, so controls can be proportionate.
AI System Context RecordData artifactA per-system governance document capturing the operational deployment context, stakeholder analysis, intended and off-label uses, and domain assumptions against which risks and impacts are assessed.
AI Use InventoryData artifactA mapping of every customer touchpoint, internal decision process and organizational role in which AI influences what users see or experience.
Accessibility AuditorSoftware componentAn automated conformance checker that scans agent interfaces on every build for accessibility defects such as missing alt text, insufficient contrast, invalid markup, and missing ARIA labels.
Accountable AI ExecutiveHuman roleA named senior executive assigned ultimate accountability for AI governance, who allocates resources, receives risk escalations, signs risk acceptances and conducts management review.
Adoption Readiness ScorecardData artifactAn organizational assessment scoring executive sponsorship, technical readiness, change capacity and user readiness (each out of 10) into a readiness index that gates the start of an agent rollout.
Agent-Specific PolicyData artifactAn enforceable policy set scoped to a single agent deployment that handles edge cases and experiments, e.g., reduced transaction limits and mandatory approvals while a new agent is validated.
Approval Authority MatrixData artifactA configuration mapping decision types and risk tiers (e.g., monetary bands) to the organizational role authorised to approve them.
Approval Pattern AuditorSoftware componentA governance component that analyses accumulated human approval decisions for systematic problems, such as approvers with outlier approval rates, patterns clustering along protected demographic categories, or inconsistent standards, sampling decisions to measure approval accuracy.
Approval Timeout Fallback Policy abstractData artifactAn abstract policy setting the automatic outcome when no approver in the escalation chain responds before the final deadline.
Audit Log StoreData storeA durable record of agent decisions, tool invocations, human interventions, approvals, and reviewer rationale supporting compliance review and forensic analysis.
Audit Scope DefinitionData artifactA checklist configuration defining which governance, technical, operational, safety-and-ethics and regulatory compliance items an AI audit examines.
Auto-Approve Timeout FallbackData artifactA timeout fallback policy that automatically approves expired approval requests to preserve operational velocity.
Auto-Reject Timeout FallbackData artifactA timeout fallback policy that automatically rejects expired approval requests and alerts operations about the approval breakdown.
Bias EvaluatorSoftware componentA governance component that audits models and reward models for fairness, measuring demographic parity and disparate impact before and after deployment.
Bias Mitigator abstractSoftware componentAn abstract fairness component that corrects detected bias in a decision model by intervening on its training data, its training objective, or its output decisions.
Candidate Rule QueueData storeA holding store of learned candidate rules awaiting consistency checking, empirical validation and expert review, with their validation scores.
Change ChampionHuman roleAn early-adopter user, respected by peers, who provides peer support and training help and acts as a feedback bridge between users and the change team.
Change ManagerHuman roleA designated human who leads the phased organizational rollout of an agent system: preparation, announcement, training, pilot, staged rollout and stabilization, including addressing resistance.
Compliance Audit ReportData artifactA formal audit output recording overall compliance status, findings graded Critical/High/Medium/Low with evidence, impact, remediation, timeline, owner and status, trends since the last audit, and approvals.
Compliance DashboardSoftware componentA dashboard presenting status, key indicators, last review dates and trends for safety, fairness, privacy, security and regulatory compliance.
Compliance Document ValidatorSoftware componentA governance checker that verifies each compliance document is dated, authored, versioned, approved and reviewed within the required period.
Compliance Evidence CollectorSoftware componentA governance component that gathers compliance evidence — security, fairness, performance and functionality test results and ongoing monitoring data — and archives it with timestamps.
Compliance Evidence RepositoryData storeA central, versioned, securely retained store of compliance evidence: system, governance, operational and compliance documentation, test results and monitoring data, organized for audit and regulatory retrieval.
Compliance GateSoftware componentAn automated pipeline gate that fails a build or release when security, fairness, privacy or documentation compliance checks do not meet defined thresholds.
Compliance OfficerHuman roleA human role accountable for verifying that evaluation protocols, approved model versions and reviewed prompts satisfy regulatory requirements before production promotion.
Compliance Policy Rule SetData artifactA configuration of business policy limits, such as maximum discounts, refund windows and eligibility rules, against which evaluated responses are checked.
Compliance Report GeneratorSoftware componentA reporting component that periodically compiles compliance status per area, findings, metrics, trends and recommendations into a formatted report distributed to stakeholders.
Compliance Requirement CrosswalkData artifactA mapping from each applicable framework, standard and regulation requirement to the shared controls, metrics and evidence that satisfy it, enabling one unified governance program.
Configuration RepositoryData storeA version-controlled store of every agent configuration element (prompts, tool definitions, model versions, retrieval configurations, hyperparameters) enabling reconstruction of any past system state.
Consent BasisData artifactA lawful basis record grounded in the individual's freely given, specific, informed and unambiguous affirmative permission for one distinct processing purpose.
Consent Enforcement GateSoftware componentA runtime gate that permits data collection or processing for a purpose only while valid consent or another lawful basis exists, blocking non-essential trackers and halting collection immediately on withdrawal.
Consent ManagerSoftware componentA governance service that presents granular per-purpose consent requests, records affirmative choices and processes withdrawals received through any channel so they take effect downstream.
Consent RegistryData storeA store recording each data subject's granular, informed consent decisions per data-use purpose, such as opting into fairness monitoring while declining marketing use.
Constitution abstractData artifactA versioned, human-readable set of explicit natural-language principles (e.g., helpful, harmless, honest; domain rules) that guides model training and runtime behaviour and can be publicly inspected and debated.
Constitution Authoring BoardHuman roleA cross-functional, multi-stakeholder group of ethicists, affected-community representatives, legal experts, policymakers, domain specialists and ML engineers accountable for constitutional principle content.
Content Freshness PolicyData artifactA policy of staleness detection rules setting review age thresholds and check frequencies by topic sensitivity, plus expiration handling for time-sensitive content.
Content Moderation PolicyData artifactA precise content guideline specifying what to block, why, and with which exceptions, illustrated with concrete edge-case examples, used by human reviewers and automated filters.
Continuous Compliance MonitorSoftware componentA governance component that runs automated safety, fairness, privacy, security and operational compliance checks against baselines, logs results and alerts on failures.
Contract BasisData artifactA lawful basis record for processing necessary to perform a contract with the individual or to take steps the individual requested before entering one.
Control Effectiveness EvaluatorSoftware componentA governance component that verifies whether implemented AI controls actually reduce their target risks, measuring coverage, design gaps and implementation gaps.
Cost Chargeback ServiceSoftware componentA billing component that allocates metered cost to tenants and generates per-customer charges, optionally applying a markup over base cost.
Counterfactual Fairness TesterSoftware componentAn audit component that submits paired test cases differing only in a sensitive attribute (audit-study style) to a decision model and compares the resulting decisions.
DPIA RecordData artifactA living Data Protection Impact Assessment recording identified risks with harm pathways, data-flow mapping, mitigations, stakeholder impact, necessity and proportionality justification, residual risk and an approval decision.
Data Classification PolicyData artifactA policy defining data sensitivity levels (public, internal, confidential, restricted) and, for each, the required encryption, access-control granularity and retention.
Data ClassifierSoftware componentA governance component that assigns data a sensitivity level by detecting whether it contains PII, financial, customer or internal content.
Data Processing AgreementData artifactA controller-processor contract specifying which personal data a vendor may process, how long it may retain it, whether subprocessors are permitted and deletion procedures at termination.
Data Protection OfficerHuman roleA privacy-accountable human role that reviews lawful-basis choices, legitimate-interests assessments and DPIAs, handles escalated data-subject requests and advises on data-protection implications before new processing is adopted.
Data Quality SLA SpecificationData artifactA specification of measurable data-quality targets (completeness, accuracy, duplicate rate, timeliness, format conformance) with accountability for a production knowledge base.
Data Representation AuditorSoftware componentA data-audit component that measures the demographic distribution of a training dataset and flags protected groups that are underrepresented.
Data Retention EnforcerSoftware componentA scheduled governance job that deletes personal data past its retention period and records an auditable deletion event for each completed deletion.
Data SubjectHuman roleThe identified or identifiable individual whose personal data an organization or AI system collects or processes, and who holds rights to access, rectify, erase, port and object to processing.
Data Subject Request HandlerSoftware componentA governance workflow component that receives access, rectification, erasure, portability and objection requests, has the requester's identity verified, routes each to its fulfilment component and tracks the statutory deadline.
Data Subject Request QueueData storeA holding store of pending data-subject rights requests (e.g., access, deletion) whose processing status is monitored for compliance.
Dataset DatasheetData artifactA structured document describing a dataset's motivation, composition, collection process, preprocessing, intended and inappropriate uses, distribution terms and maintenance, used for training, validation or testing AI systems.
Decision Factor ExplainerSoftware componentAn explanation component that states the specific factors, values and thresholds that drove an automated decision about an individual, so the person can understand and address the decision basis.
Decision Precedence PolicyData artifactA declarative priority hierarchy stating which decision paradigm or rule class prevails when components conflict, e.g., safety rules over strategic optimization over learned preferences.
Decision Threshold AdjusterSoftware componentA post-processing bias mitigator that optimizes decision thresholds on a trained model's scores so that group outcome or error rates meet the target fairness criterion.
Decision Threshold ConfigurationData artifactA configuration of score cut-offs applied to a decision model's outputs, set by threshold optimization to satisfy a fairness criterion.
Demographic Audit DatasetData artifactA test dataset labeled with protected-group membership and covering demographic intersections (e.g., elderly Asian women), used to measure per-group model performance.
Demographic Data StoreData storeA store of sensitive protected-attribute data (race, gender, age, disability) collected solely for fairness analysis, segregated from production systems.
Departmental PolicyData artifactAn enforceable policy set that inherits the organizational baseline and adds domain-specific constraints for one business function, such as dual authorization or refund limits.
Differentially Private Fairness AuditorSoftware componentA privacy-preserving fairness auditor that adds calibrated noise to demographic counts and fairness metrics under a tunable privacy budget (epsilon).
Erasure OrchestratorSoftware componentA governance component that executes a verified erasure request across every system holding the subject's data, applying retention exceptions, marking backups beyond use, notifying processors and recording evidence.
Error Budget PolicyData artifactAn organizational policy that binds error-budget state to engineering and release decisions: ship features while budget is healthy, prioritise reliability as it depletes, and freeze feature work once it is exhausted.
Escalate-Up Timeout FallbackData artifactA timeout fallback policy that escalates an unanswered request further up the organizational hierarchy when the assigned human misses the response-time objective.
Escalation Chain PolicyData artifactA configuration of the ordered approver hierarchy for escalation, with a fresh but shorter SLA window per escalation level.
External AuditorHuman roleAn AI auditor from an outside certification or assurance body who performs very comprehensive audits and issues a formal report or certification of conformity.
Fairness Audit ReportData artifactA documented record of per-group fairness metrics, detected disparities, their severity, and the methodology used for an audit cycle.
Fairness AuditorHuman roleA member of a diverse review team (affected-community representatives, domain experts, ethicists) who qualitatively reviews model outputs and flagged features for bias that metrics miss.
Fairness Threshold PolicyData artifactA policy artifact declaring protected attributes, the prioritized and secondary fairness metrics with their rationale, and acceptable thresholds (fairness SLOs) beyond which investigation and intervention are triggered.
Federated Fairness AuditorSoftware componentA privacy-preserving fairness auditor that combines locally computed fairness statistics from multiple institutions into global fairness metrics without centralizing raw records.
Formal Rule SpecificationData artifactBusiness rules and domain constraints (e.g., regulatory thresholds) encoded as formal logical constraints for automated verification.
Governance Decision LogData storeA persistent record of governance decisions, approval records, review meeting minutes and their rationales, including who authorized what and when.
Hallucination Threshold PolicyData artifactA policy artifact setting maximum acceptable hallucination rates per severity level and application domain for deployment and alerting decisions.
Harm Risk RegisterData artifactA catalogue of identified potential harms (physical, financial, privacy, reputational, societal) scored by probability times impact severity, each with documented input, processing, output and monitoring mitigations.
Human Oversight ProtocolData artifactA documented specification of mandatory human review decision points, override-trigger factors, documentation requirements for approvals and overrides, escalation paths, and oversight performance metrics.
Internal AuditorHuman roleAn AI auditor from an independent internal audit team who audits AI systems and the management system at planned intervals and reports findings immediately.
Lawful Basis Record abstractData artifactAn abstract documented justification establishing which of GDPR's six lawful bases authorizes a specific personal-data processing purpose.
Legal Obligation BasisData artifactA lawful basis record for processing required by law, citing the specific legal provision that mandates it.
Legitimate Interests BasisData artifactA lawful basis record containing a Legitimate Interests Assessment: the interest pursued, the necessity of processing for it, and a balancing test against individuals' rights and freedoms.
Model CardData artifactA transparency document describing a model's intended use, training data, performance and fairness metrics by group, known limitations, and the rationale for features that passed fairness review.
Model Card GeneratorSoftware componentA documentation automation component that extracts model architecture, training data statistics and performance metrics from registries and evaluation results to draft model cards for human review.
Model and Agent Release RegistryData storeA versioned registry of deployable agent artifact sets (configuration, prompt templates, tool configurations, evaluation metrics) tagged with commit SHA and lifecycle stage for lineage and rollback.
Operational Norm SetData artifactA context-specific set of behavioural norms and constraints translated from abstract values (e.g., fairness as demographic parity, equalized odds or individual fairness) that agents and their guardrails can computationally enforce.
Organizational Baseline PolicyData artifactAn enforceable policy set applying to every agent regardless of function or department, codifying legal obligations, regulatory mandates and core security principles.
Oversight Governance CommitteeHuman roleA group of accountable humans, such as a safety committee or service leadership, that periodically reviews aggregate agent metrics and audit logs and refines policies, constraints and thresholds.
Personal Data Breach NotifierSoftware componentA governance component that prepares and dispatches personal-data breach notifications to the supervisory authority and affected individuals from predefined templates within the statutory deadline.
Personal Data Breach RegisterData storeA log of personal-data breaches recording determined scope, impact assessment, notifications sent and remediation.
Personal Data ExporterSoftware componentA fulfilment component that gathers all personal data held about a subject, including profile, interactions, conversations and algorithmic scoring details, into a portable machine-readable export with a data dictionary.
Personal Data Retention PolicyData artifactA policy stating, per personal-data category, how long data is kept for its purpose or legal obligation and when it must be deleted.
Policy Adherence EvaluatorSoftware componentAn evaluation component that checks an agent's actions against domain policy documents and regulatory constraints, scoring task completion jointly with policy compliance.
Post-Hoc Review Timeout FallbackData artifactA timeout fallback policy that automatically approves an expired, time-critical request while mandating retrospective human review that validates the decision after execution.
Principle Conflict RegisterData artifactA maintained record documenting where regional or domain principles conflict with core principles and how each trade-off was resolved.
Principle Priority PolicyData artifactA declarative value hierarchy ranking constitutional principles and user intent for conflict scenarios, e.g., privacy versus security, safety versus autonomy, fundamental principles over user instructions.
Privacy NoticeData artifactA plain-language disclosure telling individuals what personal data is collected, for which purposes, who can access it, how long it is retained and which rights they hold.
Privacy-Preserving Fairness Auditor abstractSoftware componentAn abstract fairness-audit component that computes group fairness metrics while preventing identification of individuals' demographic data or outcomes.
Proxy Feature DetectorSoftware componentA bias-analysis component that identifies seemingly neutral input features, such as zip code, names, education credentials, or healthcare cost, that correlate with protected characteristics.
Public Task BasisData artifactA lawful basis record for processing necessary for an official function or task carried out in the public interest, citing the authorizing provision.
Purpose-Based Access ControllerSoftware componentAn access-control component that permits use of sensitive data only for purposes the data subject consented to, keeping fairness-monitoring data siloed from other applications.
Purpose-Bound Data SchemaData artifactA specification listing, for each processing purpose, the minimal personal-data fields permitted to be collected, stored or used for model training, derived from a per-element necessity assessment.
Qualitative Risk Matrix ScorerSoftware componentA risk scorer that places each risk in a likelihood-band by impact-category matrix and reads off a LOW, MEDIUM, HIGH or CRITICAL level.
Quantitative Risk ScorerSoftware componentA risk scorer that multiplies an estimated probability (0-1) by an impact magnitude (0-1) and maps the product to a risk level using numeric thresholds.
Records of Processing RegisterData storeA register of processing activities recording, per purpose, the lawful basis, personal-data categories, originating and storing systems, processors, accessing roles and retention period.
Regional ConstitutionData artifactA constitution composed of universal core principles plus culturally-adapted, jurisdiction-specific principles that respect local legal requirements without contradicting core safety commitments.
Regional Moderation PolicyData artifactA jurisdiction-specific policy configuration customizing moderation standards per region while preserving core safety principles across all jurisdictions.
Regulatory AuthorityHuman roleAn external regulator or supervisory body that receives required documentation and transparency information and investigates whether an organization's AI systems comply with applicable law.
Rejected Rule LogData storeA persistent record of candidate rules rejected during validation or expert review, with rejection rationale.
Release Approval PolicyData artifactA policy mapping change risk (version increment type, security sensitivity, regulatory scope) to the reviewers whose sign-off is required before production promotion.
Release History LogData storeA persistent record of each deployment event, capturing version, update type, outcome (success or rollback), timestamp, duration, affected users, previous version and changelog.
Remediation TrackerSoftware componentA governance component that tracks audit findings, nonconformities and planned mitigations through owner assignment, corrective action and verified closure.
Retention PolicyData artifactA policy artifact stating how long graph data remains in the active store before archival.
Retry-Queue Timeout FallbackData artifactA timeout fallback policy that places an escalation request that received no human response within its SLO into a queue for later retry.
Risk Acceptance RecordData artifactA signed record formally accepting a residual AI risk, stating business justification, monitoring plan, operating conditions, approvers and a re-assessment review date.
Risk DashboardSoftware componentA dashboard summarizing registered AI risks by level, new and resolved risks, top risks by score and mitigation progress.
Risk Escalation CriteriaData artifactA configuration of conditions under which AI risks escalate to executive attention, such as critical scores, multiple high risks, worsening trends or declining control effectiveness.
Risk MatrixData artifactA configuration mapping likelihood bands and impact categories to risk levels for qualitative risk rating.
Risk MonitorSoftware componentA governance component that periodically re-estimates each registered risk's probability and impact from live signals such as drift and vulnerability scans, updates the register and escalates threshold crossings.
Risk Score Threshold PolicyData artifactA configuration of numeric score cut-offs that map probability-times-impact products to risk levels and define target residual scores.
Risk Scorer abstractSoftware componentAn abstract governance component that assigns each identified AI risk a level by combining its estimated likelihood and potential impact, enabling prioritization.
Risk Tiering CriteriaData artifactA configuration of factors and thresholds (failure impact, populations affected, regulatory requirements, organizational dependence) used to assign AI systems to risk tiers.
Risk Tolerance PolicyData artifactA governance-approved statement of the organization's risk appetite and tolerance for AI risks, reflecting regulatory constraints, stakeholder values, strategic priorities and affected-population severity rather than financial capacity.
Risk Treatment PlanData artifactA per-risk plan recording the chosen treatment (avoid, mitigate, transfer or accept), the specific technical and organizational controls, their expected probability or impact reduction, owners, timelines and target residual score.
Rule Acceptance Threshold PolicyData artifactA configuration of minimum coverage, precision and confidence thresholds a candidate rule must meet to advance toward production.
Rule Base UpdaterSoftware componentA governance component that commits approved rule additions, refinements and retirements, with confidence scores and documented rationale, to the production rule base.
Rule Consistency CheckerSoftware componentA validation component that detects logical contradictions between a candidate rule and existing rules in the rule base.
Rule Firing TraceData artifactA per-decision record of which rules fired, in what order, on which matched facts, and what each derived, forming the decision's complete reasoning chain.
Rule Impact AnalyzerSoftware componentA governance component that aggregates rule-firing statistics across logged decisions to attribute outcomes, including disparate impact, to individual rules.
Rule Validation OrchestratorSoftware componentA governance component that sequences each candidate rule through consistency checking, empirical scoring, threshold gating and expert review before it may enter production.
Secure Multiparty Fairness AuditorSoftware componentA privacy-preserving fairness auditor that uses secure multiparty computation protocols so that multiple parties jointly compute fairness metrics revealing only the final aggregates.
Semantic Versioning PolicyData artifactA versioning convention classifying agent changes as major (behaviour-breaking, e.g., model swap or prompt rewrite), minor (backward-compatible capability) or patch (fixes), with pre-release and build-metadata identifiers.
Separation of Duties PolicyData artifactAn organizational control policy requiring that no single individual can both develop and authorize deployment or modification of an AI system without independent approval.
Spend BudgetData artifactA declared spending limit for a customer, feature or environment over a period, with warning and hard-limit utilization thresholds.
Spend Budget EnforcerSoftware componentA control component that compares a principal's accumulated cost with its spending budget, warning at a soft threshold and rejecting further requests at the hard limit.
Stage Promotion ControllerSoftware componentA release-governance component that transitions registered agent versions between lifecycle stages only after automated quality gates pass and required human approvals are recorded.
State Retention PolicyData artifactA governance policy specifying how long persisted workflow state is kept after completion and when it must be deleted.
Synthetic Content LabelerSoftware componentA provenance component that marks AI-generated text, image, audio and video outputs as synthetic, including machine-readable labels.
System CardData artifactA system-level document extending model cards to a deployed AI system, describing how component models, datasets, guardrails and humans interact, including conflict handling, degradation behavior and the human-AI decision model.
Team PolicyData artifactAn enforceable policy set customizing departmental constraints for a specific team's use case, such as broader data access for fraud-investigation agents.
Telemetry Retention PolicyData artifactA policy stating how long metrics, logs, traces and cost data are retained in hot and archive tiers and at what resolution.
Training Data Lineage StoreData storeA record linking each model version to the exact datasets and data versions that influenced it, supporting security investigation and compliance verification.
Transparency PolicyData artifactAn organizational policy specifying how disclosure, data governance, decision-logic, outcome-explanation and ethical-governance transparency are implemented across contexts.
Transparency ReportData artifactA periodic, often public, report aggregating AI governance information: deployed system inventory, fairness and demographic impacts, incidents and resolutions, documentation completeness and framework compliance.
Unified ConstitutionData artifactA constitution applied identically across all users and deployment regions, stating one set of principles and priorities.
User Complaint IntakeSoftware componentAn accountability channel through which users report harmful outputs or concerns and request review, with defined response and resolution timelines.
User-Configurable ConstitutionData artifactA constitution whose relative principle priorities users can adjust within fixed boundaries set by non-configurable principles.
Value Alignment CriteriaData artifactExplicit criteria distinguishing legitimate proactive assistance, which serves users' stated goals and values, from manipulative intervention that exploits user weaknesses or psychological triggers.
Value Alignment ReviewerHuman roleA human who periodically examines whether proactive suggestions systematically serve or contradict users' stated goals and values, judging ethical acceptability beyond technical performance targets.
Versioned Agent ReleaseData artifactA semantically versioned snapshot bundling model identifier and parameters, prompt templates, tool configuration, evaluation metrics, container image digest and commit metadata for one agent release.
Vital Interests BasisData artifactA lawful basis record for processing needed to protect someone's life or health in an emergency.

Experience (49)

Component of the user/system interaction layer: conversational and graphical interfaces, streaming delivery, proactive notification.

ComponentKindDefinition
AI Disclosure RendererSoftware componentA presentation component that discloses AI involvement to users in a channel-appropriate form, such as first-message banners, avatar badges, email footers, first-SMS notices with opt-out, or persistent in-app badges.
Accessibility AnnouncerSoftware componentA presentation component that relays dynamic agent output and alerts to assistive technologies through live regions, buffering streamed text to announce only complete sentences.
Action Suggestion EngineSoftware componentAn inference component that analyses user selection, work context, and recent action history to predict and rank the next actions or follow-up questions a user likely wants.
Agent API GatewayInterfaceA single external HTTPS endpoint through which clients reach agent services, with TLS termination, authentication and rate limiting applied at the edge.
Agent User Interface abstractSoftware componentAn abstract user-facing interaction surface through which humans direct agents and perceive agent status, reasoning, uncertainty, evidence, and results.
Automatic Speech Recognizer abstractSoftware componentAn abstract speech-to-text service that converts spoken audio into text transcripts for consumption by an agent or downstream processing.
Brand Persona ProfileData artifactA configuration of a conversational agent's tone, personality and communication norms aligned with organizational brand voice and audience expectations.
Command Palette with Agent SuggestionsSoftware componentA keyboard-invoked, non-modal overlay that fuzzy-matches typed text to executable commands and surfaces agent-predicted, context-relevant command suggestions.
Confidence IndicatorSoftware componentA presentation component that renders decision confidence as contextualized visual scales (color gradients, gauges, ranges) with comparative context and plain statements of limitations instead of raw scores.
Conversational (Chat) InterfaceSoftware componentA chat-style interaction surface presenting user and agent messages as a timestamped vertical timeline, with streaming output, quick-action buttons, typing indicators, and visible conversation history.
Data Source Provenance PresenterSoftware componentA presentation component that shows which databases, records and sources the agent accessed for a decision, with timestamps, record dates, versions and update currency.
End UserHuman roleA human principal who submits requests to an agent, reviews its outputs and explanations, and can intervene in or undo its actions.
Engagement EstimatorSoftware componentA runtime component that estimates user engagement from turn-taking and behavioural cues such as short responses, long reply delays and ignored suggestions.
Error PresenterSoftware componentA presentation component that translates agent failures into plain-language layered messages stating cause, permanence, expected resolution, and separate user and system recovery actions.
Exhaustive Audit Explanation ViewSoftware componentA layered explanation view exposing complete decision logs, timestamps, data versions, evaluated policy rules, full feature attributions and demographic decision statistics for audit.
Explanation Expansion Controller abstractSoftware componentAn abstract presentation-control component that decides when collapsed explanation layers are expanded to reveal deeper reasoning, uncertainty or data detail.
Explanation Method SelectorSoftware componentA component that selects which explainability method(s) and visualizations to apply for a decision, based on user mode (novice or expert), investigation goal and decision context.
Explanation PresenterSoftware componentA presentation component that renders agent reasoning traces, confidence, evidence links, feature attributions, and counterfactuals in layered essential, expanded, and technical views.
Explanation RefresherSoftware componentA component that regenerates a decision explanation when new evidence, feedback, policy changes or corrected data arrive, time-stamping each version and flagging stale explanations.
Improvement AnnouncerSoftware componentA user-communication component that proactively tells users when an AI system update changes agent behaviour, closing the feedback loop and setting expectations.
Interaction Style AdapterSoftware componentA component that adapts interaction depth, initiative and directness per interaction according to user expertise, task complexity, environmental stress, time pressure and system confidence.
Intermediate Explanation ViewSoftware componentA layered explanation view presenting feature weights, confidence, policy thresholds and comparisons with similar recent cases so practitioners can discuss or act on a decision.
Intervention Threshold PolicyData artifactA calibrated configuration of confidence and deviation thresholds separating actionable interventions requiring immediate response from informational notices and from signals that should not interrupt the user at all.
Intervention Timing OptimizerSoftware componentA scheduling component that chooses when to deliver a proactive intervention by weighing the user's current engagement and availability, habitual receptivity windows, and external urgency or opportunity windows.
Intervention Value EstimatorSoftware componentA decision component that estimates whether a candidate proactive intervention's expected value and confidence exceed its interruption and attention cost, suppressing interventions that do not.
Layered Explanation View abstractSoftware componentAn abstract presentation tier that renders one agent decision at a disclosure depth matched to a stakeholder persona's expertise, information needs and decision stakes.
Notification Volume GovernorSoftware componentA control component that limits the aggregate volume of proactive notifications a user receives across all agent and system sources, blocking or deferring messages beyond the user's attention budget.
On-Demand Explanation ExpanderSoftware componentAn expansion controller that reveals deeper explanation layers only when the user activates controls such as 'Show More Details', 'Technical View' toggles or collapsible step indicators.
Privacy PortalSoftware componentA self-service user interface where data subjects read privacy notices, toggle per-purpose consent and cookie preferences, and submit data-subject rights requests.
Proactive Explanation ExpanderSoftware componentAn expansion controller that automatically opens detailed explanation layers, or shows guided hints, when confidence is low, outcomes are unexpected, decisions deviate from history, or stakes are high.
Proactive NotifierSoftware componentA component that informs users after an agent autonomously completes low-risk actions, stating what was done and why, with options to view details or undo.
Progress Status IndicatorSoftware componentA presentation component that shows, in real time, which stages of a multi-step agent reasoning workflow have completed, are in progress, or are pending.
RAG Query API SchemaData artifactA typed request/response contract for a RAG service that bounds query length and retrieval parameters and structures answers with sources, timing breakdown, token usage and cache status.
Response StreamerSoftware componentA delivery component that pushes agent output incrementally to the client as it is generated rather than after completion.
Result Callback WebhookInterfaceA client-registered callback endpoint to which completed asynchronous agent results are pushed, so clients need not hold connections open or poll.
Rich Message RendererSoftware componentA presentation component that renders structured in-chat elements (code blocks, tables, images, charts, interactive widgets) inline within the conversation stream as mini-interfaces.
Sensor Input AdapterSoftware componentAn acquisition component that captures raw input from a modality-specific source (camera, microphone, LiDAR, sensors, APIs, logs, email) at its native rate and format.
Server-Sent Events StreamInterfaceA unidirectional server-to-client streaming interface over a standard long-lived HTTP response carrying event-stream formatted token chunks.
Speech SynthesizerSoftware componentA text-to-speech service that converts an agent's text response into natural-sounding audio with controllable voice, pitch, rate and prosody.
Stream Connection ManagerSoftware componentA session component that tracks open streaming connections and their users, detects client disconnects and idle timeouts, and releases the associated generation resources.
Stream Interrupt HandlerSoftware componentA control component that receives user stop or clarification messages during streaming and cancels or redirects the in-flight generation with updated context.
Streaming Speech RecognizerSoftware componentA speech recognizer that processes live audio in short chunks and returns provisional partial transcripts immediately, marking segments final once enough context has arrived.
Streaming Transport abstractInterfaceAn abstract client-facing transport through which incremental agent output is delivered from server to client while it is still being generated.
Summary Explanation ViewSoftware componentA layered explanation view presenting a brief plain-language summary of the primary decision factors plus actionable next steps or improvement paths, without technical detail.
Timestamped Citation PresenterSoftware componentA presentation component that shows retrieved audio-derived results with source and timestamp citations and a play-from-here link to the exact moment in the recording.
Trace Narrative GeneratorSoftware componentA component that converts a structured reasoning trace into a natural-language narrative with story progression (problem understanding, hypothesis, evidence, testing, refinement, conclusion) for non-technical users.
User Activity History StoreData storeA store of each user's recent and frequently invoked commands and interactions, used to personalise the ranking of agent suggestions.
Voice Persona ProfileData artifactA configuration of voice identity, pitch, speaking rate and prosody settings that expresses an agent persona or a user's accessibility preference in synthesized speech.
WebSocket ChannelInterfaceA persistent full-duplex interface, established by an HTTP upgrade handshake, over which client and server exchange messages at any time during generation.

Human Oversight (84)

Cross-cutting component through which humans approve, supervise, override, or give feedback to agents.

ComponentKindDefinition
Absolute Rating FormatData artifactAn annotation task format asking annotators to score each response independently on a numeric scale (e.g., 1-10) or with thumbs-up/down signals.
Acknowledgment Friction GateSoftware componentAn oversight gate that requires the human decision-maker to explicitly acknowledge stated uncertainties before a high-stakes agent recommendation is implemented, without preventing informed acceptance.
Action Rollback ServiceSoftware componentA recovery component that reverses completed agent actions on human request, enabling after-the-fact correction of reversible operations.
Adaptive Threshold TunerSoftware componentA feedback component that analyses human approval, modification, and rejection rates and adjusts escalation thresholds to observed user or team risk tolerance.
Agent Intervention ControllerSoftware componentA control component that executes human-issued interventions on a running agent, such as pause, resume, termination or threshold adjustment, enforcing the authorization level required for each and logging who acted.
Annotation GuidelineData artifactA version-controlled specification of the evaluation criteria, dimensions and instructions that tell annotators precisely what to judge when comparing responses.
Annotation Task Format abstractData artifactAn abstract configuration specifying how human judgments are elicited for each prompt, such as absolute ratings, pairwise comparisons or multi-way rankings of candidate responses.
Annotation Task RouterSoftware componentA workflow component that assigns prompt-response comparison tasks to available annotators according to required domain expertise and redundancy needs.
Approval Escalation ProtocolData artifactAn escalation protocol that pauses agent execution and requests explicit human authorization before the action proceeds.
Approval Escalation SchedulerSoftware componentA background component that detects pending approval requests reaching their SLA deadline and reassigns them to the next level of the escalation chain.
Approval GatewaySoftware componentAn execution checkpoint that suspends a proposed agent action until a human approves, modifies, rejects, escalates, or requests more information, optionally applying a time-based default.
Approval Outcome RouterSoftware componentA workflow routing component that, on resumption after a human decision, directs execution by that decision: approvals to execution, rejections to alternative-proposal or escalation paths, modifications to remediation steps.
Approval Proposal BuilderSoftware componentAn oversight component that packages an agent's proposed action with its reasoning, confidence breakdown, alternatives considered, relevant precedents and context into a structured, human-readable approval request.
Approval Queue APIInterfaceA service interface exposing endpoints to list an approver's pending requests prioritized by risk and time remaining, retrieve request context, and submit approve/reject decisions with reasons.
Approval Request BatcherSoftware componentAn oversight component that groups similar pending approval requests into consolidated batches so a reviewer can evaluate related items together with bulk actions instead of context-switching between unrelated decisions.
Approval Request StoreData storeA durable store of serialized approval requests capturing pending action, analysed context, agent reasoning, eligible approvers, creation time, status and timeout, persisted independently of agent execution.
Approval Review ConsoleSoftware componentA structured review interface presenting a pending decision with request facts, agent recommendation, confidence, risk assessment, evidence links, multi-option actions, SLA timer, and reviewer comments.
Approval RouterSoftware componentA workflow component that assigns each approval request to the approver whose authority matches the request's risk tier, considering workload, on-call rotation and domain expertise.
Approval SLA PolicyData artifactA configuration of maximum acceptable human-approval times per urgency class, together with the actions taken on breach such as parallel routing to backup approvers, pool expansion or incident response.
Approver NotifierSoftware componentA notification component that alerts assigned approvers of pending or escalated requests through channels they monitor, such as email, chat or mobile push.
Autonomy Scope AdjusterSoftware componentA feedback component that expands or narrows the agent's autonomous decision scope per case category by weighing demonstrated agreement with human decisions against the consequence of errors.
Binary Rating Feedback PromptSoftware componentA feedback collector that asks for a single-click thumbs-up/down or star rating immediately after an agent response.
Confidence GateSoftware componentAn oversight gate that compares agent decision confidence with tiered thresholds, choosing auto-execution with notification, approval, or detailed review with alternatives.
Consensus Decision ProtocolData artifactA specification of joint decision norms under which both human and agent may veto proposals and suggest alternatives, and final decisions require genuine consensus.
Content FlaggerSoftware componentA guardrail that marks suspicious outputs for later human review without blocking their delivery, creating an audit trail for borderline cases.
Content ModeratorHuman roleA human reviewer who assesses ambiguous or reported content against detailed content policies and makes final approve or block decisions with justification.
Data Quality Review QueueData storeA holding store of documents or records flagged by automated checks (warnings, near-threshold duplicates, medium-confidence PII, stale content) awaiting human review before acceptance or remediation.
Data Quality ReviewerHuman roleA human role that resolves ambiguous entity mappings and reconciliation cases requiring judgement.
Decision Appeal ServiceSoftware componentA recourse component through which individuals affected by an automated decision challenge it, submitting the case for human review that can overturn the decision.
Decision Override ControlSoftware componentAn in-workflow control, placed beside the decision summary, through which a reviewer overrides an agent decision or requests human review and records a categorized reason.
Decision StakeholderHuman roleA human principal (e.g., patient and physician, vehicle owner, fleet operator, regulator, ethicist) who chooses a preferred trade-off and supplies preference and risk parameters.
Deferred Feedback SurveySoftware componentA feedback collector that requests feedback after the interaction, such as emailed requests hours later or periodic satisfaction surveys.
Domain Expert AnnotatorHuman roleA human domain expert who demonstrates optimal task behaviour step by step, supplies seed examples and validates samples of machine-generated trajectories and preference annotations.
Domain Rule ExpertHuman roleA human domain expert accountable for the content of the rule base, encoding expertise as rules and deciding whether learned rule changes enter production.
Emergency Escalation ProtocolData artifactAn escalation protocol that urgently engages humans when an agent detects a high-severity situation such as a security incident or a failure affecting critical operations.
Emergency Stop ControllerSoftware componentA shutdown mechanism, exposed as physical buttons and remote shutdown capability, that lets an operator immediately halt an autonomous system without navigating complex interfaces.
Escalation AgentSoftware componentA decision agent that identifies cases requiring human review using confidence, sensitive-content, authority-threshold and customer-history criteria, and publishes escalation events.
Escalation HandlerSoftware componentA workflow node that hands an inquiry to human staff, creating a case number, setting an expected response time, notifying on-call staff, and marking the case escalated in state.
Escalation Handoff PackageData artifactA context-transfer bundle passed to a human agent on escalation, containing the full conversation transcript plus structured metadata on escalation reason, detected intents and attempted solutions.
Escalation Protocol abstractData artifactAn abstract specification of what the system does when an agent approaches or crosses a decision boundary, naming notified roles, decision owner, response-time objective and fallback behaviour.
Escalation Threshold PolicyData artifactA declarative set of confidence and risk thresholds, scoring weights, and time-based default rules that encodes organisational risk tolerance for human escalation.
Exception GateSoftware componentAn oversight gate that flags proposed decisions matching defined exception patterns, such as unusual amounts, high-risk users, rare scenarios, conflicting signals or policy exceptions, and escalates them to a specialist reviewer.
Execution Monitor ConsoleSoftware componentA real-time oversight interface showing agent workflow progress, aggregate metrics, and upcoming steps, with prominent pause, stop, emergency-stop, and override-next-action controls.
Failure-Triggered Feedback PromptSoftware componentA feedback collector that proactively solicits a reason when behavioural signals such as abandonment or rapid escalation indicate an unhelpful response.
Feedback Collector abstractSoftware componentA component that captures per-response user ratings and structured reasons, such as thumbs up/down with follow-up questions, for immediate conversation repair and longer-term improvement.
General Preference AnnotatorHuman roleA preference annotator without specialized domain expertise who compares responses on general criteria such as helpfulness, harmlessness, honesty and tone.
Handoff Context PackagerSoftware componentA component that assembles a handoff context packet from workflow checkpoints and decision records whenever initiative transfers between agent and human.
Human ApproverHuman roleA human reviewer who evaluates agent-proposed consequential actions and approves, modifies, rejects, or escalates them to higher authority before execution.
Human EvaluatorHuman roleA domain expert who scores agent outputs on subjective criteria using structured rubrics, after calibration training and with full task context.
Human SpecialistHuman roleA human expert who takes over and resolves cases escalated by agents.
Human SupervisorHuman roleA human who monitors autonomous agent execution in real time and can pause, stop, or override it, including during early-deployment calibration.
Human Validation Checkpoint abstractSoftware componentAn abstract oversight checkpoint at which humans validate agent actions, either before execution (approval-before) or after execution on completed actions (approval-after).
Incident CommanderHuman roleA human role paged on-call for critical incidents who holds decision-making authority to direct containment, escalation and communication until resolution.
Independent Judgment CaptureSoftware componentA review-workflow component that requires a human reviewer to record their own decision before the AI recommendation and its explanation are revealed.
Intervention Authority PolicyData artifactA configuration defining which human roles may perform which interventions on running agents and what authorization each intervention requires, according to its impact.
Knowledge Content ReviewerHuman roleA subject matter expert who verifies knowledge base content flagged as potentially stale or inconsistent before users encounter it.
Moderation Appeal TrackerSoftware componentA component that records user appeals of automated moderation decisions and their outcomes and analyzes appeal patterns for systematic errors.
Moderation Review ConsoleSoftware componentA review interface presenting a queued content item with the original query, proposed response, multi-classifier scores and highlighted concerning passages, and capturing the moderator's decision and justification.
Moderation Review QueueData storeA holding store of borderline, flagged or user-reported content items awaiting human moderator decision, with their context and classifier scores.
Moderation Triage RouterSoftware componentA routing component that uses filter confidence scores and conflicting signals to deliver conclusively safe content, block conclusively harmful content, and queue borderline cases for human review.
Moderator Exposure PolicyData artifactA workforce policy that limits moderators' continuous exposure to harmful content through rotation and mandates mental-health support.
Multi-Way Comparison FormatData artifactAn annotation task format presenting three or more candidate responses simultaneously for ranking or selection.
Notification Escalation ProtocolData artifactAn escalation protocol that informs designated stakeholders that an agent encountered a boundary and how the system responded, without pausing execution.
Override Feedback RecordData artifactA structured record of a human override of an agent decision capturing business context, the reviewer's reasoning for disagreeing, before-and-after outputs, and the reviewer's confidence in their own judgment.
Override Pattern AnalyzerSoftware componentAn analysis component that aggregates human overrides of agent decisions by case category to surface systematic agent misclassification patterns for recalibration.
Override Rationale LogData storeA store of human-stated reasons accompanying overrides, approvals despite flags, and initiative takeovers, capturing factors the agent's training data did not emphasize.
Oversight Gate abstractSoftware componentAn abstract decision gate that evaluates each proposed agent action and selects the human-control pattern it requires: automatic execution, notification, approval, or monitoring.
Oversight Intensity PolicyData artifactA configuration that maps each agent's risk profile to its monitoring intensity, required intervention latency and review cadence, e.g., intensive monitoring for high-stakes agents and anomaly-only alerts for low-stakes agents.
Oversight Performance MonitorSoftware componentA monitoring component that tracks the health of the human review process: approval latency against SLA, queue depth, escalation rate and accuracy, human decision distribution and reviewer fatigue, alerting on threshold breaches.
Pairwise Comparison FormatData artifactAn annotation task format presenting two candidate responses to one prompt and asking which better satisfies the stated criteria.
Platform OperatorHuman roleAn on-call engineer who responds to alerts, investigates scaling anomalies and intervenes manually in caching and traffic distribution.
Post-Action Review SamplerSoftware componentAn oversight component that lets agent actions execute immediately and routes samples of completed actions to human reviewers, catching systematic errors through periodic audits.
Pre-Approved Category PolicyData artifactA human-authored configuration pre-authorizing classes of agent decisions that match defined criteria, so matching future requests auto-approve and only novel edge cases surface for explicit review.
Preference Annotation ConsoleSoftware componentA structured comparison interface that presents annotators with randomized pairs of candidate responses and captures criterion-specific preference judgments.
Preference Annotator abstractHuman roleA human evaluator who compares pairs of alternative agent responses and indicates which better satisfies specified criteria such as helpfulness, tone, accuracy or policy compliance.
Prioritized Review QueueData storeA holding store of agent-flagged cases, such as pre-screened medical images or compliance alerts, ordered by likelihood of requiring intervention, from which accountable professionals review and sign off.
Release ApproverHuman roleA senior engineer or reviewer who examines evaluation evidence for an agent change and decides trade-off cases, gate overrides and threshold changes with documented justification.
Responsibility MatrixData artifactAn explicit allocation of subtasks and case categories between agent and humans, including flag rules that force human review and protocols for role transitions and scope recalibration.
Reviewer Fatigue MonitorSoftware componentA monitoring component that tracks human reviewer session duration and rising override rates on straightforward cases, suggesting breaks or role transitions before fatigue-induced errors occur.
Risk GateSoftware componentAn oversight gate that scores proposed actions on impact factors such as financial amount, data deletion, external API calls, and customer reach, escalating by cumulative risk score.
Senior Annotation ReviewerHuman roleAn experienced annotator who checks samples of each worker's preference judgments in multi-stage review and leads calibration sessions on disagreements.
Service OwnerHuman roleAn accountable owner of a production agent service who receives incidents that on-call engineers and team leads have not resolved.
Structured Correction Feedback FormSoftware componentA feedback collector that lets users specify exactly what was wrong with a response and provide a correction.
Trace Annotation ConsoleSoftware componentA review interface that displays reasoning traces and lets reviewers mark steps correct, incorrect or uncertain, comment on why, and suggest alternative reasoning.