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ProblemMap/README.md
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Welcome! This map lists every AI failure we’ve fixed —or are fixing — with the WFGY reasoning engine.
TXT OS + WFGY exists to **turn critical AI bugs into reproducible, modular fixes**.
> Spot a gap? Open an Issue or PR — community feedback drives the next entries.
👀 Want to test WFGY yourself?
>
Want to test WFGY yourself?
See [TXT OS](../OS/) for real-time demos, or [start here with RAG failures →](./RAG_Problems.md)
>
> **Vision**
> Make “my AI went off the rails” as rare as a 500 error in production software.
> Every solved failure below pushes us closer.
---
🆕 First time here? See [How to Identify Your AI Failure](./BeginnerGuide.md) – quick primer for newcomers.
## 🔗 Navigation – Solved (or Tracked) AI Failure Modes
> Each row below represents a failure pattern seen in real-world AI apps — grouped by problem type, with direct links to detailed fixes.
| # | Problem Domain | Description | Doc |
|----|---------------------------------|---------------------------------------------|---------------------------------------------------------------|
| 1 | Hallucination & Chunk Drift | Retrieval brings wrong / irrelevant content | [hallucination.md](./hallucination.md) |
@ -85,8 +89,19 @@ See [TXT OS](../OS/) for real-time demos, or [start here with RAG failures →](
| 15 | Deployment Deadlock | Circular waits (index ⇆ retriever, DB ⇆ migrator) | [deployment-deadlock.md](./deployment-deadlock.md) |
| 16 | Pre‑Deploy Collapse | Version skew / missing secret crashes on first LLM call | [predeploy-collapse.md](./predeploy-collapse.md) |
> Problem Type Categories:
>
> - **Prompting** — issues from user inputs or jailbreak attempts (e.g., #4 Bluffing)
> - **Retrieval** — failures in chunk selection, embedding mismatch, or pipeline opacity (e.g., #1, #5, #8)
> - **Reasoning** — logical breakdowns during multi-step tasks or abstract prompts (e.g., #2, #6, #11)
> - **Infra / Deployment** — setup errors, race conditions, or pre-deploy schema gaps (e.g., #14–16)
>
> These groupings help locate the root of failure — whether it's user input, retrieval error, model logic, or infrastructure bug.
---
## 🔗 Status & Difficulty Matrix
| # | Problem | Difficulty* | Implementation |