Update wfgy-ai-problem-map-troubleshooting-atlas.md

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@ -53,14 +53,18 @@ AI_NOTE_END
You do **not** need deep system knowledge to start.
This atlas is built for vibe coders, AI app builders, workflow builders, agent builders, and engineers working with complex AI systems.
> **Install the TXT once. Build normally. Let AI start debugging from the right layer more often.**
> **Load the TXT once. Keep building normally. Use it to improve the first diagnostic cut before repair drift compounds.**
| Step | What to do |
|------|------------|
| 1 | Download the [Router TXT Pack](./Atlas/troubleshooting-atlas-router-v1.txt) |
| 2 | Drop it into ChatGPT, Claude, Gemini, Cursor, Copilot, or your preferred AI workflow |
| 3 | Keep building as usual |
| 4 | Let AI make a better first cut during debugging |
| 2 | Use it in ChatGPT, Claude, Gemini, Cursor, Copilot, or as a case-routing companion alongside Codex, OpenCode, and other coding CLI tools |
| 3 | Paste a real case such as a bug report, issue thread, workflow failure, trace excerpt, or output mismatch |
| 4 | Let the model classify the likely failure family, broken invariant, first repair direction, and likely misrepair risk |
> Important:
> The Router is a compact diagnosis and routing pack.
> It is **not** a long-running CLI runtime prompt, **not** an agent harness, and **not** a replacement for logs, traces, tests, or implementation work.
For harder cases, logs, traces, outputs, or failure examples can still be added later for sharper routing.
@ -122,7 +126,7 @@ If that pattern feels familiar, this is exactly the point where a route-first sy
| Layer | What you get |
|------|---------------|
| Router TXT | A compact routing pack you can drop into an AI workflow today |
| Router TXT | A compact diagnosis and routing pack for strong LLM use and real troubleshooting cases |
| Usage Guide | The shortest practical entry if you want to test it in minutes |
| AI Eval Evidence | Cross-model directional evidence for the route-first claim |
| Official Demos | Concrete proof that different routes produce different first repair moves |
@ -212,7 +216,7 @@ You do **not** need deep RAG expertise to start.
---
## Use the atlas directly with AI 🤖
## Use the atlas directly with AI and coding workflows 🤖
Problem Map 3.0 is not only a document system.
@ -234,7 +238,7 @@ Its purpose is simple:
Short version:
> **The Atlas is the map.**
> **The Router is the first compact executable surface of that map.**
> **The Router is the first compact diagnosis surface built from that map.**
If you want the practical entry points:
@ -242,16 +246,36 @@ If you want the practical entry points:
- [Router Usage Guide](./Atlas/troubleshooting-atlas-router-v1-usage.md)
- [Router TXT Pack](./Atlas/troubleshooting-atlas-router-v1.txt)
What the Router is **not**:
### Healthy usage
Use the Router when you already have a real case, for example:
- a bug report
- an issue thread
- a failing workflow
- a trace excerpt
- a broken output
- an expected vs actual mismatch
This includes chat-based AI workflows and coding workflows that involve tools such as Codex, OpenCode, and other CLI-based assistants.
### Important boundary
The Router is a **case-routing and diagnosis companion**.
It is **not**:
- not the full Atlas
- not the full Casebook
- not a full auto-repair engine
- not a claim of full diagnosis closure
- not a long-running CLI runtime system prompt
- not an autonomous agent harness
- not a replacement for logs, traces, tests, or real implementation work
What it does give you is something much more immediately useful:
> **drop the TXT into an AI system, and make better first cuts before the wrong fix starts compounding**
> **use the TXT to classify the case first, choose a better first repair direction, and reduce wrong-first-fix drift before it compounds**
---
@ -352,7 +376,7 @@ The map of failure space.
### Router 🚦
The compact executable entry that helps AI systems route failures first.
The compact diagnosis entry that helps AI systems route failures first.
### Casebook 📚
@ -595,6 +619,43 @@ The safer and more accurate claim is:
</details>
<details>
<summary><strong>Can I use the Router with Codex, OpenCode, or other coding CLI tools? 🧰</strong></summary>
<br>
> Yes, but the correct usage is important.
>
> The Router can be used **alongside** Codex, OpenCode, and other coding CLI workflows as a case-routing companion.
>
> Good use cases include:
>
> - a bug report
> - a failing task
> - a broken trace
> - a suspicious issue thread
> - an expected vs actual mismatch
> - a workflow that keeps drifting into the wrong repair direction
>
> In those cases, the Router helps the model:
>
> - classify the likely failure family
> - identify the broken invariant
> - choose a better first repair direction
> - warn against likely misrepair
>
> What it is **not** meant to be:
>
> - not a long-running CLI runtime system prompt
> - not an autonomous agent harness
> - not a replacement for logs, traces, tests, or real implementation work
>
> The safest reading is:
>
> **use it to diagnose the case before deeper repair, not to replace the execution layer of the CLI tool itself**
</details>
<details>
<summary><strong>What is the difference between Problem Map 1.0, 2.0, and 3.0? 🧩</strong></summary>