Skip to main content
Link
Menu
Expand
(external link)
Document
Search
Copy
Copied
Rapid Upskilling Pipeline
Home
The Case for Rapid Upskilling
Five Evaluation Criteria
Downstream Impact: From Education to Mission Intelligence
Projected Return on Investment
Path to Government-Wide Adoption
Evidence and Methodological Limitations
Getting started
Pipeline overview
How to use this guide
The running example
Human roles, gates and batching
Platform requirements
Stage 1 Knowledge acquisition
S1.1 and S1.2 Frame the domain and list the tasks
S1.3 Draft the blueprint
S1.4a Search planning and execution
S1.4b Screening and conversion
S1.4c Injection screening
S1.5a Concept extraction
S1.5b Distillate and quote bank
S1.6 Knowledge items
S1.7 Concept map and prerequisite hierarchy
S1.8 Coverage and gaps
Stage 1 checklist and failure modes
Stage 2 Content development
S2.1 Structural drafting
S2.2 Condensation
S2.3 and S2.4 Readability polish and six-pass revision
S2.5 Closing templates and the prerequisite check
Stage 3 Review and verification
S3.1 Layer 1 automated detection
S3.2 Layer 2 expert human review
S3.3 Layer 3 audit trail
S3.4 and S3.5 Source tiering and remediation
Stage 4 AI-tutor coaching
S4.1 and S4.2 Principles and protocol library
S4.3 and S4.4 Selection and chaining
S4.5 Misconception catalog and error diagnosis
S4.6 Learner-facing guardrails
S4.7 Packaging and scope
Stage 5 Assessment development
S5.1 Misconception-to-distractor bridge
S5.2 Stem planning
S5.3 and S5.4 Distractors and format rules
S5.5 and S5.7 Difficulty distribution and blueprint bank
S5.6 Quiz and exam assembly
Stage 5 delivery formats and lessons
Beyond the five stages
Certification alignment
Delivery
Delivery: slides and infographics
Delivery: publishing
Operating practices
Agent orchestration patterns
Run logging and dashboards
Provenance and verification discipline
Prompt-injection screening, as a cross-cutting practice
Hand-off documents and sessions
Worked example, start to finish
Prompt library
Stage 1 prompts
P-S1-01 Domain framing for a boundary statement
P-S1-02 Job-task analysis with guessed ratings
P-S1-03 Blueprint domains, objectives and weights
P-S1-04 Search plan for one learning objective
P-S1-05 Source screening
P-S1-06 Concept extraction, one pass at a time
P-S1-07 Source distillate and quote bank
P-S1-08 Knowledge-item extraction from one source
P-S1-09 Concept map consolidation and tiering
Stage 2 prompts
P-S2-01 Chapter structural draft
P-S2-02 Condense a passage
P-S2-03 Six-pass revision for one chapter section
P-S2-04 Chapter summary and prerequisite review
Stage 3 prompts
P-S3-01 Claim scan and classify for one chapter
P-S3-02 Deep-verification note for one flagged claim
P-S3-03 Audit record from review
P-S3-04 Propose a source tier
Stage 4 prompts
P-S4-01 One hint from the step-by-step ladder
P-S4-02 Select the next protocol for one interaction
P-S4-03 Diagnose a wrong answer
P-S4-04 Respond to a solution request
P-S4-05 Package a chapter bundle
Stage 5 prompts
P-S5-01 Extract an assessment concept item
P-S5-02 Draft a stem plan
P-S5-03 Draft a stem with distractors
P-S5-04 Propose a bank composition
P-S5-05 Draft item feedback
P-S5-06 Assign a stem to a deliverable
Certification alignment prompts
P-CA-01 Propose a study schedule
Delivery prompts
P-DL-01 Draft slide content and a presenter script
P-DL-02 Plan a volume compilation
Operating practice prompts
P-OP-01 Draft a worker brief
P-OP-02 Draft a run-record step update
P-OP-03 Check a fragment for invented numbers
P-OP-04 Draft a hand-off document
Script library
Stage 1 scripts
X-S1-01 Blueprint check
X-S1-02 Deduplicate search candidates
X-S1-03 Run a search plan's queries one at a time
X-S1-04 Conversion quality check
X-S1-05 Injection screening scanner
X-S1-06 Concept list lint
X-S1-07 Quote bank check
X-S1-08 Knowledge-item dedupe and mint
X-S1-09 Concept graph check
X-S1-10 Gap check
Stage 2 scripts
X-S2-01 Chapter structure check
X-S2-02 Condensation check
X-S2-03 Readability report
X-S2-04 Prerequisite check
Stage 3 scripts
X-S3-01 Claim source check
X-S3-02 Review record check
X-S3-03 Citation fidelity check
X-S3-04 Source tier check
Stage 5 scripts
X-S5-01 Concept item check
X-S5-02 Stem plan check
X-S5-03 Format rules check
X-S5-04 Bank composition check
X-S5-05 Answer key check
X-S5-06 Delivery coverage check
Certification alignment scripts
X-CA-01 Schedule check
Delivery scripts
X-DL-01 Slide notes check
X-DL-02 Volume manifest check
Operating practice scripts
X-OP-01 LLM adapter with mock and OpenAI-compatible providers
X-OP-02 Run record check
X-OP-03 Citation key check
X-OP-04 Hand-off completeness check
X-OP-05 Completion signal check
Glossary
Contributing
Authoring conventions
Tooling
Release checklist
Your first prompt
Extending this guide
Search Rapid Upskilling Pipeline
Source on GitHub