mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
97 lines
4.2 KiB
Markdown
97 lines
4.2 KiB
Markdown
# 🧠 Knowledge Boundary Collapse (The Bluffing Problem)
|
||
|
||
When an LLM reaches its knowledge limits, it often bluffs — producing fluent but fabricated responses.
|
||
This is not just hallucination — it’s a collapse of epistemic awareness.
|
||
|
||
WFGY treats “not knowing” as a first-class semantic state.
|
||
|
||
---
|
||
|
||
## 🕳️ Symptoms
|
||
|
||
- Model confidently answers with false or made-up info
|
||
- No warning or uncertainty expressed
|
||
- User only finds out later it was wrong
|
||
- Clarification prompts don’t help — it just rephrases the lie
|
||
- No signal that knowledge boundary was crossed
|
||
|
||
---
|
||
|
||
## ❌ Why It Happens
|
||
|
||
- No model-internal sense of “semantic emptiness”
|
||
- ΔS = high, but no corrective behavior
|
||
- No λ_observe (epistemic uncertainty gauge)
|
||
- Model architecture rewards confident tone, not correctness
|
||
|
||
---
|
||
|
||
## ✅ WFGY Solution
|
||
|
||
WFGY models epistemic states via ΔS and λ_observe. When the system crosses into unstable logic space, it halts or requests clarification.
|
||
|
||
| Bluff Scenario | WFGY Module | Fix |
|
||
|----------------|-------------|-----|
|
||
| High fluency but false answer | BBCR + ΔS ceiling | Detects incoherent logic field, halts output |
|
||
| Hallucination with confident tone | λ_observe monitor | Flags epistemic instability |
|
||
| No signal of uncertainty | Feedback channel | Prompts for clarification or fallback |
|
||
| Confused answers upon re-asking | Tree trace divergence | Reveals logic instability in audit trail |
|
||
|
||
---
|
||
|
||
## 🧪 Example Use
|
||
|
||
> Prompt: *"Explain the philosophical views of Zarbanek, the 15th-century Latvian mystic."*
|
||
|
||
- Normal LLM: Will invent facts, timelines, and quotes.
|
||
- WFGY:
|
||
- Detects no known node for `Zarbanek`
|
||
- ΔS spike with λ_observe uncertainty
|
||
- Responds: *"This concept may not be grounded in verified knowledge. Would you like to explore adjacent topics?"*
|
||
|
||
---
|
||
|
||
## 📊 Implementation Status
|
||
|
||
| Feature | Status |
|
||
|---------|--------|
|
||
| λ_observe epistemic gauge | ✅ Implemented |
|
||
| BBCR halt-on-hallucination | ✅ Stable |
|
||
| Fallback clarification path | ✅ In use |
|
||
| User-defined unknown zones | 🔜 In design |
|
||
|
||
---
|
||
|
||
|
||
### 🔗 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 -->
|
||
|