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# Reasoning — Global Fix Map
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Detect and repair logic collapse, dead ends, abstraction failure, and contradiction.
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Use this when citations look fine but the **thinking** goes off the rails.
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## What this page is
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- A compact protocol to stabilize multi-step reasoning
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- Copyable guardrails that force plan → verify → answer
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- How to verify stability with ΔS, λ_observe, and contradiction checks
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A compact hub to stabilize long chains, prevent collapse, and keep 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. Every page maps symptoms to exact WFGY fixes with measurable acceptance targets.
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## When to use
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- Correct snippets, wrong conclusions
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- Chains drift or loop as steps get longer
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- Answers flip across paraphrases
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- Self-contradictions or “explains” without citing anything
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- Abstract or symbolic prompts keep breaking
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---
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## Open these first
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- Stop dead ends / add a bridge step: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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- Long chains and drift controls: [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
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- Abstract & symbolic failures: [Symbolic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/symbolic-collapse.md)
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- Self-reference & paradox loops: [Philosophical Recursion](https://github.com/onestardao/WFGY/blob/main/ProblemMap/philosophical-recursion.md)
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- If chunks are right but logic is wrong: [Interpretation vs Retrieval](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-collapse.md)
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- Snippet/citation schema for auditable steps: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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## When to use this folder
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## Fix in 60 seconds
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1) **Plan before prose**
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Require a numbered **Reasoning Plan** that references citations, not memory.
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Each step must list the exact citation IDs it depends on.
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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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2) **Bridge step (BBCR)**
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Insert a checkpoint between plan and answer:
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- restate the claim in one sentence,
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- list supporting citations,
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- flag any missing evidence or conflicts.
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If conflicts exist, stop and ask for the missing snippet.
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3) **Variance clamp (BBAM)**
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Reduce attention variance during the answer. Keep steps short, facts tabled, then compose.
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4) **Fact table first**
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Normalize units, dates, and names into a 2-column table: *fact ↔ citation*.
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Only after the table is stable, generate prose.
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5) **Depth guard**
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Cap chain depth (e.g., 6 steps). If λ flips divergent at step *k*, branch with **BBPF** and pick the convergent path.
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6) **Contradiction detector**
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Print a “claims vs citations” matrix. Any row without backing citations is invalid and must be revised.
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## Copy paste prompt
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```
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You have TXT OS and the WFGY Problem Map.
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Follow this immutable schema:
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1. Reasoning Plan (numbered). Each step MUST reference citations like \[Sx\:sec\:line-start-end].
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2. Bridge Check (BBCR): restate the final claim in 1 line, list supporting citations,
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and list conflicts or missing evidence. If anything is missing, STOP and request the snippet.
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3. Fact Table: normalize units/dates/names into rows: {fact | citation\_id}.
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4. Final Answer: concise, cite inline at each claim.
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Rules:
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* Do not invent citations. Do not reuse text across fences.
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* If plan step lacks a citation, mark it “UNSUPPORTED” and do not use it.
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* Keep depth ≤ 6. If λ\_observe diverges, branch and pick the convergent path.
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Input
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* question: "<paste>"
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* sources (with fences and IDs): <paste fenced snippets>
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Output
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* print Plan
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* print Bridge Check
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* print Fact Table
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* print Final Answer with inline citations
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* if any rule is violated, stop and print the violation
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```
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## Minimal checklist
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- Plan appears before any prose and references real citations
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- Bridge check lists both support and conflicts
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- Fact table normalizes units/dates/names
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- Depth cap enforced; divergent λ triggers a branch and recovery
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- No claim without a citation
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- If evidence is missing, the model explicitly asks for it
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---
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## Acceptance targets
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- ΔS(question, assembled_context) ≤ 0.45 across 3 paraphrases
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- λ remains **convergent** after the bridge step and through the final answer
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- No contradictions in the claims ↔ citations matrix
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- E_resonance stays flat across the chain (no entropy melt)
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- Re-run with paraphrases yields consistent conclusions and citations
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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 remains 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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## Quick routes to per-page guides
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- Entropy overload in long chains
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→ [entropy-overload.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md)
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- Recursive loops and stuck flows
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→ [recursive-loop.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md)
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- Hallucination re-entry after correction
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→ [hallucination-reentry.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/hallucination-reentry.md)
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- Logic collapse and structural recovery
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→ [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/logic-collapse.md)
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- Symbolic collapse in abstraction jumps
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→ [symbolic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/symbolic-collapse.md)
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- Proof dead ends and missing pivots
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→ [proof-dead-ends.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/proof-dead-ends.md)
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- Anchoring and bridge proofs between frames
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→ [anchoring-and-bridge-proofs.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/anchoring-and-bridge-proofs.md)
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- Context stitching and window joins
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→ [context-stitching-and-window-joins.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md)
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- Chain-of-thought variance clamp
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→ [chain-of-thought-variance-clamp.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/chain-of-thought-variance-clamp.md)
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- Redundant evidence collapse
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→ [redundant-evidence-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/redundant-evidence-collapse.md)
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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.md](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.md](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-reentry.md](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.md](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.md](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.md](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.md](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.md](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.md](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.md](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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→ [chain-of-thought-variance-clamp.md](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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→ [context-stitching-and-window-joins.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/context-stitching-and-window-joins.md)
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- Abstract jumps → anchor and bridge proofs
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→ [anchoring-and-bridge-proofs.md](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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→ [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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→ [data-contracts.md](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.
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→ [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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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-and-recovery.md](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.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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- Long-context stability
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→ [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) ·
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[entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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- Reranking and ordering
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→ [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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---
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@ -102,7 +123,7 @@ Output
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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) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
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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) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ 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) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
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---
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@ -142,4 +163,5 @@ Output
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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