WFGY/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md
2026-02-28 13:10:30 +08:00

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🚀 WFGY 3.0 · RAG 16 Problem Map — Global Debug Card

🖼️ Image as a Structured Debug Prompt for RAG / Agent Pipelines

A production-first failure map for RAG / agent pipelines, compressed into one portable image.
The poster defines objects, metrics, ΔS zones, failure types, and mode patterns in a single unified view.

Feed a failing run (Q, E, P, A) plus this card to any LLM.
It returns type → mode(s) → fixes → verification tests.

No external framework required.


How to use (60 seconds)
  1. Download the full-resolution Debug Card from this repository.
  2. Upload the image to any strong LLM.
  3. Paste your failing run context:
    • Q = user question
    • E = top-k retrieved evidence
    • P = final prompt sent to the model
    • A = model output
    • plus logs/metrics if available
  4. Ask the model to diagnose using the 16-Problem Map and propose fixes with one test per fix.

Expected output:

  • ΔS zones (or best-effort estimate)
  • failure type: R / P / S / I
  • 13 matching modes (116)
  • structural fixes + verification tests

Environment Coverage

  • MLflow · Experiment tracking & RAG debugging · Medium Article
  • Dask · Distributed execution & task orchestration · Medium Article (coming soon)
  • Kedro · Pipeline structuring & ML workflow management · Medium Article (coming soon)

WFGY RAG 16 Problem Map Global Debug Card


📥 Download the original full-resolution image directly from this repository. If this helps you, feel free to leave a on GitHub.