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124 lines
9.4 KiB
Markdown
124 lines
9.4 KiB
Markdown
# LLM Providers — Guardrails and Fix Patterns
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Use this hub when failures smell provider specific. Examples include truncation at boundaries, tool call mis-order, JSON schema drift, safety filter overreach, or output instability across seeds. Each fix maps back to WFGY pages so you can verify with measurable targets.
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## Open these first
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- Visual map and recovery: [RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
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- End to end retrieval knobs: [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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- Why this snippet and citation schema: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md), [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Ordering control: [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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- Embedding vs meaning: [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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- Hallucination and chunk boundaries: [Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md)
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- Long chains and entropy: [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md), [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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- Structural collapse and recovery: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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- Live ops: [Live Monitoring for RAG](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md)
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- Stability eval: [Semantic Stability Eval](https://github.com/onestardao/WFGY/blob/main/ProblemMap/eval/eval_semantic_stability.md)
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## Core acceptance targets
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- ΔS(question, retrieved) ≤ 0.45 on three paraphrases.
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- Coverage to target section ≥ 0.70.
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- λ stays convergent across three seeds and three paraphrases.
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- E_resonance flat during long windows.
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## Typical breakpoints and the right fix
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**1) Truncation or partial JSON**
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- Symptom: finish_reason reports length or stream ends mid field.
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- Fix: lock a schema with [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md). Use closing sentinels and require a final “contract hash” field. If ΔS spikes when you add the header, check index metric mismatch via [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md).
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- Modules: BBMC for citation strictness, BBAM to clamp variance.
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**2) Tool call chaos or wrong call order**
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- Symptom: function sequence flips across seeds, tool results bind to the wrong step.
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- Fix: route through [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and enforce call ids in the contract. If alternates are legal, create an explicit BBPF alternate path and score both.
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**3) Over filtering or bluffing**
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- Symptom: provider rejects safe content or fabricates safe sounding substitutes.
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- Fix: apply [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) for ordering and use the bluffing controls in your system prompt plus [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) recovery steps.
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**4) Long conversation drift**
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- Symptom: answers flip between sessions, persona or constraints fade.
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- Fix: pin a minimal memory schema and rebase with [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). Split memory namespaces when agents are involved.
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**5) Latency and rate limit induced collapse**
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- Symptom: retries reorder tools, partials leak to the user.
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- Fix: use the ops recipes in [Live Monitoring for RAG](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md). Add BBCR bridge with explicit timeouts. Treat each retry as a new λ branch and reconcile.
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## Providers in scope for this cluster
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Planned pages in this folder. We will ship in this order.
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- `openai.md`
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- `anthropic.md`
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- `google_gemini.md`
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- `mistral.md`
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- `cohere.md`
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- `grok.md`
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- `deepseek.md`
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- `openrouter.md`
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## Copy paste triage prompt
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```txt
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I uploaded TXT OS and the WFGY Problem Map files.
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My provider failure:
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- symptom: [brief]
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- traces: [ΔS(question, retrieved)=..., ΔS(retrieved, anchor)=..., λ states]
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- provider: [e.g., OpenAI, Anthropic, Gemini, Mistral]
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Tell me:
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1) which layer is failing and why,
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2) which exact WFGY fix page to open from this repo,
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3) minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
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4) how to verify the fix with a reproducible test.
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Use BBMC BBPF BBCR BBAM when relevant.
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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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### 🧭 Explore More
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| Module | Description | Link |
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| ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- |
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| WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) |
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| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> Engineers, hackers, and open source builders who supported WFGY from day one.
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> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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if this looks good, say “GO” and i’ll drop `ProblemMap/GlobalFixMap/LLM_Providers/openai.md` next in the same format.
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