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