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109 lines
5 KiB
Markdown
109 lines
5 KiB
Markdown
# Transparency and Explainability — Guardrails and Fix Pattern
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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 **Governance**.
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> To reorient, go back here:
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>
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> - [**Governance** — policy enforcement and compliance controls](./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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This page defines the structural requirements for AI systems to remain **auditable, interpretable, and transparent**.
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Without explainability, users and regulators cannot trust that outputs are valid — even if accuracy is high.
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---
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## When to use this page
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- Stakeholders demand reproducible reasoning paths.
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- Clients or regulators ask “why did the model output this?”
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- Users complain that citations are missing or wrong.
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- Debug sessions reveal black-box decisions without anchors.
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---
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## Acceptance targets
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- Each output includes **cite-then-explain** schema.
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- ΔS(question, retrieved) ≤ 0.45 and convergent across three paraphrases.
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- λ\_observe stable across reruns with identical inputs.
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- Explanations trace back to snippets with offsets, tokens, and section IDs.
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- Logs capture ΔS, λ, E\_resonance, and citations for every answer.
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---
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## Common failures → exact fixes
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| Symptom | Likely cause | Open this |
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|---------|--------------|-----------|
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| Answers lack citations | missing data contract enforcement | [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md), [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
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| Explanations differ across runs | λ instability | [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md), [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md) |
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| Outputs hide retrieval anchors | schema drift in pipeline | [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) |
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| Black-box API decisions | provider hides logs | [LLM Providers README](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LLM_Providers/README.md) |
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| Non-reproducible outputs | no evaluation harness | [eval_playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/eval_playbook.md) |
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---
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## Fix in 60 seconds
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1. **Cite-first enforcement**
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Every answer must show citations before reasoning.
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2. **Traceability schema**
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Log snippet\_id, section\_id, source\_url, offsets, and tokens.
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3. **ΔS + λ probes**
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Run three paraphrase tests. If λ flips, lock schema with BBAM clamp.
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4. **Explainability prompt**
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Require explicit reasoning trace. Forbid free text without anchors.
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5. **Audit trail**
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Store ΔS, λ, E\_resonance, and retrieval anchors per request.
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---
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## Minimal checklist for explainability
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- [ ] All answers use cite-then-explain.
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- [ ] Traceability schema enforced across pipeline.
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- [ ] ΔS and λ logged and monitored.
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- [ ] Outputs reproducible across three paraphrases.
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- [ ] Explainability policy published and versioned.
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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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| Module | Description | Link |
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| --- | --- | --- |
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| WFGY Core | Canonical framework entry point | [View](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
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| Problem Map | Diagnostic map and navigation hub | [View](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| Tension Universe Experiments | MVP experiment field | [View](https://github.com/onestardao/WFGY/tree/main/TensionUniverse/Experiments) |
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| Recognition | Where WFGY is referenced or adopted | [View](https://github.com/onestardao/WFGY/blob/main/recognition/README.md) |
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| AI Guide | Anti-hallucination reading protocol for tools | [View](https://github.com/onestardao/WFGY/blob/main/AI_GUIDE.md) |
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> If this repository helps, starring it improves discovery for other builders.
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> [](https://github.com/onestardao/WFGY)
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<!-- WFGY_FOOTER_END -->
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要我直接繼續幫你生成嗎？
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