From ai-engineer-talks
Runs workflows for AIEWF 2024 RAG talks — layout-aware ingest, GraphRAG, eval-driven tuning, Pydantic structured IO, MongoDB vectors, EMT memory, construction vertical agents, personal-assistant data graphs. Use when the user says "RAG", "GraphRAG", "chunking PDF", "Pydantic RAG", or AIEWF retrieval playlist.
How this skill is triggered — by the user, by Claude, or both
Slash command
/ai-engineer-talks:build-aiewf-2024-ragThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Action playbook from eight AI Engineer / World's Fair talks. **Do not summarize talks** — pick a workflow and execute it.
Action playbook from eight AI Engineer / World's Fair talks. Do not summarize talks — pick a workflow and execute it.
Supporting files (read when needed):
Optional: {SKILL_OUTPUT_DIR}/build-aiewf-2024-rag/
Use the decision tree below. Open the matching section in workflows.md.
What is the user trying to do?
├─ Fix PDF/table RAG failures (layout ingest) → A
├─ Add knowledge graphs (GraphRAG) → B
├─ Tune RAG with eval compass → C
├─ Harden LLM IO with Pydantic/Instructor → D
├─ Unified doc+vector on MongoDB → E
├─ Explore beyond RAG (EMT memory tokens) → F
├─ Vertical spec-heavy RAG (construction) → G
└─ Personal assistant structured data (minimize LLM) → H
Stop summarizing once a workflow is identified — run its checklist.
cp -r skills/build-aiewf-2024-rag ~/.claude/skills/
cp -r skills/build-aiewf-2024-rag ~/.cursor/skills/
cp -r skills/build-aiewf-2024-rag ~/.codex/skills/
From skills-i-use or ingest-into-skills (playlists/rag-llm-frameworks-aie-world-s-fair-2024/).
| Rule | Source |
|---|---|
| Fix ingest before more retrieval tricks | [src-002 @ 1:21] |
| Eval-driven chunk/rerank changes | [src-004 @ 1:48] |
| Structured outputs via Pydantic | [src-005 @ 12:19] |
Disputed steps: see source-index.md. Name workflow A–H; save artifacts to ./skill-outputs/build-aiewf-2024-rag/ when requested; do not auto-commit.
@build-aiewf-2024-rag our RAG fails on tables in PDFs
when should we add GraphRAG?
npx claudepluginhub hiteshbandhu/skills-i-use --plugin ai-engineer-talksCreates, edits, and optimizes skills for Claude Code, including drafting, evaluating with test prompts, iterating on performance, and improving skill descriptions for better triggering accuracy.