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141 lines
9.6 KiB
Markdown
141 lines
9.6 KiB
Markdown
# OpenAI: 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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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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<!-- 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 based tension engine |
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| Engine | [WFGY 2.0](/core/README.md) | Production tension kernel and math engine for RAG and agents |
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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 checklist and fix map |
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| Map | [Problem Map 2.0](/ProblemMap/rag-architecture-and-recovery.md) | RAG focused recovery pipeline |
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| Map | [Problem Map 3.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card, image as a debug protocol layer |
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| Map | [Semantic Clinic](/ProblemMap/SemanticClinicIndex.md) | Symptom to family to exact fix |
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| Map | [Grandma’s Clinic](/ProblemMap/GrandmaClinic/README.md) | Plain language stories mapped to Problem Map 1.0 |
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| Onboarding | [Starter Village](/StarterVillage/README.md) | Guided tour for newcomers |
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| App | [TXT OS](/OS/README.md) | TXT semantic OS, fast boot |
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| App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q and A built on TXT OS |
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| App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image with semantic control |
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| App | [Blow Blow Blow](/OS/BlowBlowBlow/README.md) | Reasoning game engine and memory demo |
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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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