I’ve been mapping real AI pipeline failures for months and turned it into something practical:

Dr. WFGY is a shareable ChatGPT room that acts as a 24/7 AI doctor.

* You paste a screenshot of your pipeline error (retrieval drift, RAG collapse, agent deadlock, embedding mismatch, etc.).

* The doctor triages it to a known failure mode from the catalog.

* It then prescribes the minimal fix with a reference link.

* Text-only, no SDK, no infra change.

Think of it as an ER for AI bugs: it doesn’t rest, doesn’t need context, and always maps your issue to one of the structural fixes.

The link runs live inside ChatGPT, no account on my side, no hidden tools.

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### Why it exists

Most fixes today patch errors after generation: rerankers, regex, retries. That’s firefighting.

Dr. WFGY + Global Fix Map flips the order: it acts before generation. It blocks unstable semantic states, loops or resets if drift is detected, and only lets stable reasoning generate output.

That’s why once a failure is mapped, it stays fixed.

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### Global Fix Map

Dr. WFGY is backed by the Global Fix Map:

* 300+ pages of reproducible AI bugs and guardrails.

* Covers retrieval, vector DBs, embeddings, long context, OCR, multi-agent orchestration, deployment order, and more.

* Each page = how it fails, how to reproduce, and the smallest stable repair.

It is MIT-licensed, model-agnostic, and already has been tested across GPT-4/Claude/Gemini/Mistral/Ollama.

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If you have a broken prompt or pipeline trace, drop it in the chat window and see if the doctor can classify and repair it.

Feedback from people who actually ship prompts and pipelines is the most valuable signal.

user:	max9981453
created:	August 26, 2025
karma:	1