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135 lines
11 KiB
Markdown
135 lines
11 KiB
Markdown
# OpenAI: Guardrails and Fix Patterns
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Use this page when your pipeline hits OpenAI models and you see unstable tools, JSON drift, or long-chat decay. The checklist below helps you localize the failure, then jump to the exact WFGY fix page.
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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. Traceability schema: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.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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- Logic traps and recovery: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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- Snippet and citation schema: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Prompt safety and jailbreaks: [Prompt Injection](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
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- Multi-agent clashes: [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md) · [Role Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/role-drift.md)
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- Live ops and retries: [Live Monitoring](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md) · [Debug Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md)
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## Fix in 60 seconds
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1) **Measure ΔS**
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- Compute ΔS(question, retrieved) and ΔS(retrieved, expected anchor).
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- Thresholds. stable < 0.40. transitional 0.40–0.60. risk ≥ 0.60.
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2) **Probe with λ_observe**
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- Vary k = {5, 10, 20}. If ΔS stays high you likely have index or metric mismatch.
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- Reorder prompt headers. If ΔS spikes, lock the schema.
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3) **Apply the module**
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- JSON or tool-call drift. lock schema with **Data Contracts**. add **BBMC** to isolate retrieval memory. bridge tools with **BBCR**. clamp variance with **BBAM**.
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- Safety refusal or redaction on in-domain facts. switch to citation-first format in **Retrieval Traceability**. scope sources and apply **SCU** pattern from symbolic constraints. if refusal repeats, route with **BBPF** alternate path.
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- Long chats decay. follow **Context Drift** and **Entropy Collapse** repairs. shorten windows. rotate evidence. re-pin anchors.
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4) **Verify**
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- Coverage to the target section ≥ 0.70.
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- ΔS(question, retrieved) ≤ 0.45 across three paraphrases.
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- λ remains convergent across seeds and sessions. E_resonance flat at window joins.
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## Typical OpenAI breakpoints and the right fix
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### A) JSON mode and function calling
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- Symptom. model mixes prose with JSON. partial `tool_calls`. extra keys. wrong function name casing.
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- Fix. lock a strict snippet and citation schema in [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md). keep one place that defines fields. add BBCR bridge for tool routing timeouts. add BBAM to clamp wandering keys. verify with three paraphrases.
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### B) Safety filter interferes with factual answers
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- Symptom. content looks harmless but answer gets softened or truncated.
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- Fix. use citation-first template from [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md). restrict scope with SCU in constraints. treat refusal as a state. route with BBPF to a safer paraphrase that preserves citations.
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### C) Tokenization and truncation
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- Symptom. system header or tools block gets cut. tool names lose arguments. early cutoff in streaming.
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- Fix. reduce header size. move tool specs to a linked snippet and reference them by short name. re-measure ΔS after each cut. if chains still drift, apply [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md).
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### D) Rate limits, retries, and timeouts
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- Symptom. random tool gaps. missing citations. repeated starts.
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- Fix. idempotent retries with jitter. record every call in a trace row. follow [Live Monitoring](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/live_monitoring_rag.md) and [Debug Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/ops/debug_playbook.md). verify no duplicate tool effects.
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### E) Determinism myths
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- Symptom. `seed` appears to change output anyway. small wording flips output class.
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- Fix. treat outputs as distributions. evaluate stability with **ΔS** and **λ** across three paraphrases. if unstable, clamp with BBAM and shorten evidence lists.
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### F) Multi-agent tool chaos
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- Symptom. agents overwrite each other’s memory. tool A answers B’s question. deadlocks on shared state.
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- Fix. split memory namespaces. lock writes by `mem_rev` and `mem_hash`. read [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md) and [Role Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/role-drift.md). add a BBCR bridge node with explicit timeouts.
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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 OpenAI provider bug:
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- symptom: [brief]
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- traces: [ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ states, tool logs if any]
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Tell me:
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1) which layer is failing and why,
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2) which exact fix page to open from this repo,
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3) the minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
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4) how to verify with a reproducible test.
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Use BBMC/BBPF/BBCR/BBAM when relevant.
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````
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## Acceptance targets
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* Coverage to target section ≥ 0.70.
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* ΔS(question, retrieved) ≤ 0.45 on three paraphrases.
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* λ convergent across seeds and sessions. E\_resonance flat.
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* All tool calls and citations traceable to a stable schema.
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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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