Reasoning

🏥 Quick Return to Emergency Room

You are in a specialist desk.
For full triage and doctors on duty, return here: a

• WFGY Global Fix Map — main Emergency Room, 300+ structured fixes
• WFGY Problem Map 1.0 — 16 reproducible failure modes

Think of this page as a sub-room.
If you want full consultation and prescriptions, go back to the Emergency Room lobby.

A compact hub to keep long chains stable, prevent collapse, and make decisions auditable.
Use this folder when answers drift across runs, chains dead end, or the model rewrites reality during long plans.
Every page maps symptoms to exact WFGY fixes with measurable targets. No infra change required.

---

Orientation: what each page solves

Page	What it fixes	Typical symptom
Entropy Overload	Caps branching and token wander	Steps keep growing, plan never lands
Recursive Loop	Breaks self reference loops	Chain circles back to the same step
Hallucination Re entry	Prevents re asserting wrong claims	Model repeats a false claim after correction
Logic Collapse	Rebuilds structure and legal jumps	Jumps without citing the step that caused it
Symbolic Collapse	Guards abstraction changes	Frame jump breaks meaning, invariants vanish
Proof Dead Ends	Adds pivots and escape hatches	Chain stalls at an unprovable step
Anchoring and Bridge Proofs	Builds safe bridges across frames	Need to cross domains without losing semantics
Context Stitching and Window Joins	Stabilizes long windows and joins	Window roll drops the anchor or flips the claim
Chain of Thought Variance Clamp	Makes reruns agree	Reruns disagree because thoughts wander
Redundant Evidence Collapse	Balances majority and minority facts	Too many similar snippets drown the truth

---

When to use this folder

• Multi step answers change when you rerun the same prompt
• Chains go in circles or re assert a claim after correction
• Logic jumps without citing the source that drove the jump
• Long chats lose earlier anchors when the window rolls
• Plans grow without bound and never converge

---

Acceptance targets

• ΔS(question, selected_evidence) ≤ 0.45 on all runs
• Coverage of the target section ≥ 0.70 with cite then explain
• λ_observe convergent across three paraphrases and two seeds
• E_resonance flat across long windows and at window joins
• Deterministic step count for plan stages after clamps

---

Fast triage by symptom

Symptom	Open this
Steps keep growing, answer never lands	Entropy Overload
Chain circles back to earlier step	Recursive Loop
Model re asserts the wrong claim after you fix it	Hallucination Re entry
Reasoning jumps without structure, loses invariants	Logic Collapse
Abstract move breaks semantics across frames	Symbolic Collapse
Proof chain stalls at an unprovable step	Proof Dead Ends
Window roll drops the anchor or flips the claim	Context Stitching and Window Joins
Reruns disagree because thoughts wander	Chain of Thought Variance Clamp
Too many similar snippets overpower minority facts	Redundant Evidence Collapse
Need a stable bridge between two frames	Anchoring and Bridge Proofs

---

Fix in 60 seconds

1. Measure ΔS and observe λ
   Probe ΔS(question, selected_evidence). Sample λ across two seeds and three paraphrases.
   If ΔS ≥ 0.60 or λ flips, you have structural drift.

2. Apply the right clamp

   • Wandering thoughts → variance clamp
     Open Chain of Thought Variance Clamp
   • Lost anchor at joins → micro bridges
     Open Context Stitching and Window Joins
   • Abstract jumps → bridge proofs
     Open Anchoring and Bridge Proofs

3. Contract the payload and cite first
   Enforce snippet schema and cite then explain.
   Open Retrieval Traceability and Data Contracts

4. Verify
   Coverage ≥ 0.70, ΔS ≤ 0.45, λ convergent on two seeds.
   If flat high ΔS remains, fix retrieval first with the playbook.
   Open Retrieval Playbook

---

Copy paste diagnostic prompt

Context: TXT OS and WFGY pages are loaded.

Task:
- For question Q, log ΔS(Q, selected_evidence) on 3 paraphrases and 2 seeds.
- Report λ states across steps, and the first point where drift starts.
- Recommend the smallest page from this folder that will clamp variance
  and recover anchors. Name the page and the exact subsection.
- Return a reproducible check that proves ΔS ≤ 0.45 and coverage ≥ 0.70.

Return JSON only:
{ "ΔS": 0.xx, "λ": "<>|→|←|×", "failing_step": "...",
  "page": "anchoring-and-bridge-proofs", "subsection": "...",
  "verify": "run X, expect Y" }

---

Cross links you will likely need

• Visual map and recovery RAG Architecture & Recovery

• End to end retrieval knobs Retrieval Playbook

• Long context stability Context Drift · Entropy Collapse

• Reranking and ordering Rerankers

---

🔗 Quick-Start Downloads (60 sec)

Tool	Link	3-Step Setup
WFGY 1.0 PDF	Engine Paper	1) Download 2) Upload to your LLM 3) Ask “Answer using WFGY + ”
TXT OS (plain text OS)	TXTOS.txt	1) Download 2) Paste into any LLM chat 3) Type “hello world”

---

Explore More

Layer	Page	What it’s for
⭐ Proof	WFGY Recognition Map	External citations, integrations, and ecosystem proof
⚙️ Engine	WFGY 1.0	Original PDF tension engine and early logic sketch (legacy reference)
⚙️ Engine	WFGY 2.0	Production tension kernel for RAG and agent systems
⚙️ Engine	WFGY 3.0	TXT based Singularity tension engine (131 S class set)
🗺️ Map	Problem Map 1.0	Flagship 16 problem RAG failure taxonomy and fix map
🗺️ Map	Problem Map 2.0	Global Debug Card for RAG and agent pipeline diagnosis
🗺️ Map	Problem Map 3.0	Global AI troubleshooting atlas and failure pattern map
🧰 App	TXT OS	.txt semantic OS with fast bootstrap
🧰 App	Blah Blah Blah	Abstract and paradox Q&A built on TXT OS
🧰 App	Blur Blur Blur	Text to image generation with semantic control
🏡 Onboarding	Starter Village	Guided entry point for new users

If this repository helped, starring it improves discovery so more builders can find the docs and tools.