mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
115 lines
5.6 KiB
Markdown
115 lines
5.6 KiB
Markdown
# Transparency and Explainability — Guardrails and Fix Pattern
|
||
|
||
<details>
|
||
<summary><strong>🧭 Quick Return to Map</strong></summary>
|
||
|
||
<br>
|
||
|
||
> You are in a sub-page of **Governance**.
|
||
> To reorient, go back here:
|
||
>
|
||
> - [**Governance** — policy enforcement and compliance controls](./README.md)
|
||
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
|
||
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
|
||
>
|
||
> Think of this page as a desk within a ward.
|
||
> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
|
||
</details>
|
||
|
||
|
||
This page defines the structural requirements for AI systems to remain **auditable, interpretable, and transparent**.
|
||
Without explainability, users and regulators cannot trust that outputs are valid — even if accuracy is high.
|
||
|
||
---
|
||
|
||
## When to use this page
|
||
- Stakeholders demand reproducible reasoning paths.
|
||
- Clients or regulators ask “why did the model output this?”
|
||
- Users complain that citations are missing or wrong.
|
||
- Debug sessions reveal black-box decisions without anchors.
|
||
|
||
---
|
||
|
||
## Acceptance targets
|
||
- Each output includes **cite-then-explain** schema.
|
||
- ΔS(question, retrieved) ≤ 0.45 and convergent across three paraphrases.
|
||
- λ\_observe stable across reruns with identical inputs.
|
||
- Explanations trace back to snippets with offsets, tokens, and section IDs.
|
||
- Logs capture ΔS, λ, E\_resonance, and citations for every answer.
|
||
|
||
---
|
||
|
||
## Common failures → exact fixes
|
||
|
||
| Symptom | Likely cause | Open this |
|
||
|---------|--------------|-----------|
|
||
| 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) |
|
||
| 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) |
|
||
| Outputs hide retrieval anchors | schema drift in pipeline | [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) |
|
||
| Black-box API decisions | provider hides logs | [LLM Providers README](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LLM_Providers/README.md) |
|
||
| Non-reproducible outputs | no evaluation harness | [eval_playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/eval_playbook.md) |
|
||
|
||
---
|
||
|
||
## Fix in 60 seconds
|
||
|
||
1. **Cite-first enforcement**
|
||
Every answer must show citations before reasoning.
|
||
|
||
2. **Traceability schema**
|
||
Log snippet\_id, section\_id, source\_url, offsets, and tokens.
|
||
|
||
3. **ΔS + λ probes**
|
||
Run three paraphrase tests. If λ flips, lock schema with BBAM clamp.
|
||
|
||
4. **Explainability prompt**
|
||
Require explicit reasoning trace. Forbid free text without anchors.
|
||
|
||
5. **Audit trail**
|
||
Store ΔS, λ, E\_resonance, and retrieval anchors per request.
|
||
|
||
---
|
||
|
||
## Minimal checklist for explainability
|
||
|
||
- [ ] All answers use cite-then-explain.
|
||
- [ ] Traceability schema enforced across pipeline.
|
||
- [ ] ΔS and λ logged and monitored.
|
||
- [ ] Outputs reproducible across three paraphrases.
|
||
- [ ] Explainability policy published and versioned.
|
||
|
||
---
|
||
|
||
### 🔗 Quick-Start Downloads (60 sec)
|
||
|
||
| Tool | Link | 3-Step Setup |
|
||
|------|------|--------------|
|
||
| **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>” |
|
||
| **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 |
|
||
|
||
---
|
||
|
||
<!-- WFGY_FOOTER_START -->
|
||
|
||
### Explore More
|
||
|
||
| Layer | Page | What it’s for |
|
||
| --- | --- | --- |
|
||
| ⭐ Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
|
||
| ⚙️ Engine | [WFGY 1.0](/legacy/README.md) | Original PDF tension engine and early logic sketch (legacy reference) |
|
||
| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
|
||
| ⚙️ Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine (131 S class set) |
|
||
| 🗺️ Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure taxonomy and fix map |
|
||
| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
|
||
| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
|
||
| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
|
||
| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
|
||
| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
|
||
| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
|
||
|
||
If this repository helped, starring it improves discovery so more builders can find the docs and tools.
|
||
[](https://github.com/onestardao/WFGY)
|
||
|
||
<!-- WFGY_FOOTER_END -->
|
||
|
||
要我直接繼續幫你生成嗎？
|