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150 lines
8.4 KiB
Markdown
150 lines
8.4 KiB
Markdown
# Anthropic Claude: Guardrails and Fix Patterns
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **LLM_Providers**.
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> To reorient, go back here:
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>
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> - [**LLM_Providers** — model vendors and deployment options](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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**Acceptance targets**
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* ΔS(question, retrieved) ≤ 0.45
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* Coverage to target section ≥ 0.70
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* λ stays convergent across 3 paraphrases
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* E\_resonance flat on long runs
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---
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## What usually breaks
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* Plausible answer yet wrong citation
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→ See [Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md) and [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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* Chunks look right but reasoning drifts or flips late
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→ See [Retrieval Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-collapse.md) and [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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* High vector similarity yet wrong meaning
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→ See [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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* Very long context gets smeared, capitalization or topic wobble
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→ See [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) and [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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* Source mixing, who said what merges
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→ See [Symbolic Constraint Unlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_symbolic_constraint_unlock.md) and [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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* Fix seems to work then reverts next turn
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→ See [Hallucination Re-entry](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_hallucination_reentry.md)
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---
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## Claude-specific gotchas and the repair
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1. **Tool choice and router loops**
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Small changes in tool schemas can push Claude into choose-nothing or loop states.
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**Do** keep the tool set minimal and stable. If it loops, bridge with BBCR and clamp variance with BBAM.
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Read: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) and [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md)
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2. **System prompt anchoring beats your retrieval**
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If the answer ignores citations, lock the schema: system → task → constraints → citations → answer.
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Read: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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3. **Harmlessness refusals that look like empty answers**
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Reframe with cite-then-explain and explicit boundaries. If blank output repeats, treat as collapse and apply BBCR.
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Read: [Bluffing / Overconfidence](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bluffing.md) and [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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4. **Very long window stability**
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Gate OCR and chunk joins by ΔS, then stabilize attention with BBAM.
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Read: [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md), [Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md), and [Chunking Checklist](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.md)
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5. **JSON or schema output slips mid-answer**
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Enforce citation-first then structured fields. If structure still degrades near the end, split answer into two turns with a BBCR bridge.
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Read: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) and [Retrieval Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-collapse.md)
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---
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## Minimal triage for Claude
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1. **Probe**
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Measure ΔS(question, retrieved). Plot ΔS vs k for k in {5,10,20}.
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* Flat high curve suggests index or metric mismatch
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Read: [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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2. **Localize**
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Tag λ across retrieval, assembly, reasoning.
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* If λ flips only at reasoning, lock schema and apply BBAM
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Read: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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3. **Repair**
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* Perception faults: semantic chunking, rebuild index with explicit metric, rerank if needed
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Read: [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) and [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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* Logic faults: BBCR bridge then BBAM clamp
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**Stop tuning and escalate** when any holds:
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ΔS ≥ 0.60 after retrieval fixes, λ flips on mixing sources, or E\_resonance climbs in long chains.
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Open: [RAG Architecture and Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
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---
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## Pasteable prompt
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```
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I have TXT OS loaded. Use WFGY to fix this Claude run:
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symptom: [describe]
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traces: [ΔS probes, λ per layer]
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Tell me:
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1) failing layer and why,
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2) which ProblemMap page to open,
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3) steps to push ΔS ≤ 0.45 with convergent λ,
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4) how to verify with a reproducible test.
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```
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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| -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- |
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| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
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| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
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---
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<!-- WFGY_FOOTER_START -->
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### Explore More
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| Layer | Page | What it’s for |
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| --- | --- | --- |
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| ⭐ Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
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| ⚙️ Engine | [WFGY 1.0](/legacy/README.md) | Original PDF tension engine and early logic sketch (legacy reference) |
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| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
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| ⚙️ Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine (131 S class set) |
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| 🗺️ Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure taxonomy and fix map |
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| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
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| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
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| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
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| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
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| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
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| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
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If this repository helped, starring it improves discovery so more builders can find the docs and tools.
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[](https://github.com/onestardao/WFGY)
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<!-- WFGY_FOOTER_END -->
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