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<!--
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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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@ -6,7 +140,7 @@
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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:
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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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@ -21,6 +155,27 @@ Every page maps symptoms to exact WFGY fixes with measurable targets. No infra c
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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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