Knowledge Gap Report — 2026-05-08

Ranked list of knowledge gaps relative to active areas — what to research next.

Updated Invalid Date·

No para/projects.md exists; running against active areas from para/areas.md.

Active Areas Status

Area	Status
LLM Release Tracking	Current — model-families, model-timeline, ai-labs up to date
MCP Security Watch	Current — mcp-cves synced, protocols/mcp current
AI Engineering Fundamentals	Current — rag/pipeline, langgraph, evals/methodology all production-current
Nexus Health	Improved — 8 broken wikilinks fixed, graph connections added to study guide pages

✓ safety/responsible-ai.md expanded — full FATE framework, bias types, NIST AI RMF, AWS tooling per dimension, 10-row AIF-C01 scenario drill, Key Facts, Open Questions
✓ Comprehend Custom section added to cloud/aws-ai-recognition-services.md — decision matrix vs Bedrock fine-tuning, exam triggers
✓ *security/owasp-llm-top-10* slug corrected to owasp-llm-top10 in aws-cloud-practitioner.md
✓ landscape/aws-ai-practitioner.md Connections updated — now links to all 5 new cert pages (ml-fundamentals, aws-sagemaker-studio, aws-ai-recognition-services, aws-amazon-q, aws-bedrock-guardrails)
✓ landscape/aws-cloud-practitioner.md Connections updated — now links to aws-analytics-services, aws-ai-recognition-services, aws-amazon-q
✓ apis/aws-bedrock.md Connections updated — now links to aws-bedrock-guardrails and aws-amazon-q

None.

SAA-C03: landscape/aws-solutions-architect-associate.md ✓ — 4 domains, exam format, key patterns, Connections wired
CLF-C02: core AWS ✓, analytics services ✓, AI recognition services ✓, Amazon Q ✓, shared responsibility ✓, Well-Architected ✓
AIF-C01 Domain 1 (20%): ML fundamentals ✓, supervised/unsupervised/RL ✓, evaluation metrics ✓, ML lifecycle ✓
AIF-C01 Domain 3 (28%): SageMaker sub-services ✓, pre-built AI APIs ✓, Comprehend Custom ✓, Amazon Q Business ✓, Bedrock ✓
AIF-C01 Domain 4 (14%): FATE framework ✓, bias types ✓, NIST AI RMF ✓, AWS tooling ✓, scenario drill ✓
AIF-C01 Domain 5 (14%): Bedrock Guardrails (all 6 policies) ✓, IAM/security ✓, Acceptable Use Policy ✓
MCP: spec ✓, CVEs ✓, server development ✓, registry ✓, distribution ✓
RAG: pipeline ✓, chunking ✓, embeddings ✓, reranking ✓, GraphRAG ✓
Agents: LangGraph ✓, CrewAI ✓, memory systems ✓, multi-agent ✓
Evals: methodology ✓, LLM-as-judge ✓, RAGAS ✓, DeepEval ✓
Tools: GitHub Marketplace ✓, VS Code extension ✓, MCP server distribution ✓

para/areas — source of active area context
index — coverage map source
synthesis/graph-health — graph score; all known broken links fixed this session
synthesis/audit-report — vault health snapshot from 2026-05-03 audit run
synthesis/debugging-runbooks — runbooks for diagnosing common AI and infra failures