mirror of
https://github.com/onestardao/WFGY.git
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320 lines
16 KiB
Markdown
320 lines
16 KiB
Markdown
<!--
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Search Anchor:
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reasoning global fix map
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reasoning failure modes
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long chain stability
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chain of thought stability
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cot variance clamp
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reasoning collapse map
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hallucination reentry
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recursive reasoning loop
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logic collapse invariants
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symbolic collapse abstraction
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proof dead ends unprovable steps
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anchoring bridge proofs
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context stitching window joins
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redundant evidence collapse
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entropy overload long plans
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llm planning never converge
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multi step answer drift
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rerun same question different answer
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window roll loses anchor
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long chat loses earlier facts
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plan keeps growing never lands
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model rewrites reality in long plans
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drift across seeds and paraphrases
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auditable reasoning steps
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deterministic step count
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Typical reasoning bugs:
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steps keep growing and answer never lands
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model goes in circles and repeats itself
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model re asserts false claim after correction
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reasoning jumps without citing source step
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invariants vanish during abstraction jump
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proof chain stalls at unprovable step
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model changes interpretation mid chain
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long context window drops earlier anchor
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window joins flip the claim
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different runs choose different evidence
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reruns disagree on the same question
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minority facts drowned by many similar snippets
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model cherry picks evidence to support wrong answer
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different seeds give different final conclusion
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answer depends on irrelevant snippet ordering
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model conflates hypothetical with real data
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When to use this folder:
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rag already fixed but answers still drift
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retrieval stable yet explanation changes every run
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you see hallucination only in long plans
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cot used but not reproducible
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agent loop does many steps without progress
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mathematical proof suddenly switches frame
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safety or governance chain needs audit trail
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researcher wants to compare seeds and paraphrases
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benchmark requires stable long chain behavior
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legal or medical reasoning must be traceable
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Key metrics and targets:
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delta s question selected evidence <= 0.45 on all runs
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coverage of target section >= 0.70 with cite then explain
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lambda observe convergent across three paraphrases and two seeds
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e_resonance flat across long windows and window joins
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deterministic step count per stage after clamps applied
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no hallucination reentry after correction
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same conclusion across seeds given same evidence
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proof chain explicit about each jump and its source
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no hidden frame jumps or abstraction collapse
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reasons and evidence stay aligned across windows
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Core pages in this folder:
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ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md
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ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md
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ProblemMap/GlobalFixMap/Reasoning/hallucination-reentry.md
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ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md
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ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md
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ProblemMap/GlobalFixMap/Reasoning/proof-dead-ends.md
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ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md
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ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md
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ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md
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ProblemMap/GlobalFixMap/Reasoning/redundant-evidence-collapse.md
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Related structural fixes:
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ProblemMap/rag-architecture-and-recovery.md
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ProblemMap/retrieval-playbook.md
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ProblemMap/retrieval-traceability.md
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ProblemMap/data-contracts.md
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ProblemMap/context-drift.md
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ProblemMap/entropy-collapse.md
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ProblemMap/rerankers.md
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ProblemMap/embedding-vs-semantic.md
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ProblemMap/Embeddings/metric_mismatch.md
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ProblemMap/Embeddings/normalization_and_scaling.md
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Reasoning scenarios:
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multi step financial plan changes answer across runs
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safety policy chain contradicts itself later
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math proof switches definition mid argument
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system design review flips conclusion with same docs
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governance decision tree loops on same node
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research summary hallucinate extra papers
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cot explanation disagrees with final answer
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agent rewrites the task mid execution
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long back and forth chat forgets original constraint
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model keeps expanding plan without committing
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Signals to check:
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coverage good but lambda unstable
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delta s low on evidence but conclusion different
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citations stable but reasoning text drifts
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proof steps not numbered or auditable
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no explicit reference to step that caused jump
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branching factor keeps increasing per step
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model keeps asking for more context
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seed one and seed two disagree on final verdict
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paraphrase question changes the reasoning path
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-->
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<!--
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Cross folder jumps:
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ProblemMap/GlobalFixMap/Reasoning/README.md
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ProblemMap/rag-architecture-and-recovery.md
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ProblemMap/retrieval-playbook.md
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ProblemMap/retrieval-traceability.md
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ProblemMap/context-drift.md
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ProblemMap/entropy-collapse.md
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ProblemMap/rerankers.md
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ProblemMap/GlobalFixMap/Retrieval/README.md
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ProblemMap/GlobalFixMap/Embeddings/README.md
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ProblemMap/GlobalFixMap/Chunking/README.md
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ProblemMap/SemanticClinicIndex.md
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-->
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# Reasoning — Global Fix Map
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<details>
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<summary><strong>🏥 Quick Return to Emergency Room</strong></summary>
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<br>
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> You are in a specialist desk.
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> For full triage and doctors on duty, return here: a
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>
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)
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>
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> Think of this page as a sub-room.
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> If you want full consultation and prescriptions, go back to the Emergency Room lobby.
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</details>
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A compact hub to keep long chains stable, prevent collapse, and make decisions auditable.
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Use this folder when answers drift across runs, chains dead end, or the model rewrites reality during long plans.
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Every page maps symptoms to exact WFGY fixes with measurable targets. No infra change required.
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---
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<!--
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Anchor Menu:
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open: entropy overload guide ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md
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open: recursive loop guide ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md
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open: hallucination reentry guide ProblemMap/GlobalFixMap/Reasoning/hallucination-reentry.md
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open: logic collapse guide ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md
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open: symbolic collapse guide ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md
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open: proof dead ends guide ProblemMap/GlobalFixMap/Reasoning/proof-dead-ends.md
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open: anchoring and bridge proofs guide ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md
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open: context stitching and window joins guide ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md
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open: chain of thought variance clamp guide ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md
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open: redundant evidence collapse guide ProblemMap/GlobalFixMap/Reasoning/redundant-evidence-collapse.md
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jump: rag architecture and recovery visual map ProblemMap/rag-architecture-and-recovery.md
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jump: retrieval playbook knobs and metrics ProblemMap/retrieval-playbook.md
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jump: retrieval traceability and data contracts ProblemMap/retrieval-traceability.md ProblemMap/data-contracts.md
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jump: long context drift and entropy collapse ProblemMap/context-drift.md ProblemMap/entropy-collapse.md
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jump: rerankers for ordering evidence ProblemMap/rerankers.md
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-->
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## Orientation: what each page solves
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| Page | What it fixes | Typical symptom |
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| [Entropy Overload](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md) | Caps branching and token wander | Steps keep growing, plan never lands |
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| [Recursive Loop](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md) | Breaks self reference loops | Chain circles back to the same step |
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| [Hallucination Re entry](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/hallucination-reentry.md) | Prevents re asserting wrong claims | Model repeats a false claim after correction |
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| [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md) | Rebuilds structure and legal jumps | Jumps without citing the step that caused it |
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| [Symbolic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md) | Guards abstraction changes | Frame jump breaks meaning, invariants vanish |
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| [Proof Dead Ends](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/proof-dead-ends.md) | Adds pivots and escape hatches | Chain stalls at an unprovable step |
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| [Anchoring and Bridge Proofs](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md) | Builds safe bridges across frames | Need to cross domains without losing semantics |
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| [Context Stitching and Window Joins](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md) | Stabilizes long windows and joins | Window roll drops the anchor or flips the claim |
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| [Chain of Thought Variance Clamp](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md) | Makes reruns agree | Reruns disagree because thoughts wander |
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| [Redundant Evidence Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/redundant-evidence-collapse.md) | Balances majority and minority facts | Too many similar snippets drown the truth |
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---
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## When to use this folder
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- Multi step answers change when you rerun the same prompt
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- Chains go in circles or re assert a claim after correction
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- Logic jumps without citing the source that drove the jump
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- Long chats lose earlier anchors when the window rolls
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- Plans grow without bound and never converge
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---
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## Acceptance targets
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- ΔS(question, selected_evidence) ≤ 0.45 on all runs
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- Coverage of the target section ≥ 0.70 with cite then explain
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- λ_observe convergent across three paraphrases and two seeds
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- E_resonance flat across long windows and at window joins
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- Deterministic step count for plan stages after clamps
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---
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## Fast triage by symptom
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| Symptom | Open this |
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| Steps keep growing, answer never lands | [Entropy Overload](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md) |
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| Chain circles back to earlier step | [Recursive Loop](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md) |
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| Model re asserts the wrong claim after you fix it | [Hallucination Re entry](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/hallucination-reentry.md) |
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| Reasoning jumps without structure, loses invariants | [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md) |
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| Abstract move breaks semantics across frames | [Symbolic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md) |
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| Proof chain stalls at an unprovable step | [Proof Dead Ends](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/proof-dead-ends.md) |
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| Window roll drops the anchor or flips the claim | [Context Stitching and Window Joins](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md) |
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| Reruns disagree because thoughts wander | [Chain of Thought Variance Clamp](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md) |
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| Too many similar snippets overpower minority facts | [Redundant Evidence Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/redundant-evidence-collapse.md) |
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| Need a stable bridge between two frames | [Anchoring and Bridge Proofs](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md) |
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---
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## Fix in 60 seconds
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1) **Measure ΔS and observe λ**
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Probe ΔS(question, selected_evidence). Sample λ across two seeds and three paraphrases.
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If ΔS ≥ 0.60 or λ flips, you have structural drift.
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2) **Apply the right clamp**
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- Wandering thoughts → variance clamp
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Open [Chain of Thought Variance Clamp](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md)
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- Lost anchor at joins → micro bridges
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Open [Context Stitching and Window Joins](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md)
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- Abstract jumps → bridge proofs
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Open [Anchoring and Bridge Proofs](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md)
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3) **Contract the payload and cite first**
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Enforce snippet schema and cite then explain.
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Open [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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4) **Verify**
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Coverage ≥ 0.70, ΔS ≤ 0.45, λ convergent on two seeds.
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If flat high ΔS remains, fix retrieval first with the playbook.
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Open [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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---
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## Copy paste diagnostic prompt
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```txt
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Context: TXT OS and WFGY pages are loaded.
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Task:
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- For question Q, log ΔS(Q, selected_evidence) on 3 paraphrases and 2 seeds.
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- Report λ states across steps, and the first point where drift starts.
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- Recommend the smallest page from this folder that will clamp variance
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and recover anchors. Name the page and the exact subsection.
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- Return a reproducible check that proves ΔS ≤ 0.45 and coverage ≥ 0.70.
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Return JSON only:
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{ "ΔS": 0.xx, "λ": "<>|→|←|×", "failing_step": "...",
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"page": "anchoring-and-bridge-proofs", "subsection": "...",
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"verify": "run X, expect Y" }
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````
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---
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## Cross links you will likely need
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* Visual map and recovery
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[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
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[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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* Long context stability
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[Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) ·
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[Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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* Reranking and ordering
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[Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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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) | 1) Download 2) Upload to your LLM 3) 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) | 1) Download 2) Paste into any LLM chat 3) Type “hello world” |
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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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