# Logic Collapse: Guardrails and Fix Pattern When deduction chains flatten into platitudes, contradict earlier steps, or bypass citation locks, you have a logic collapse. This page localizes causes and gives a minimal, testable repair plan driven by ΔS, λ_observe, and WFGY modules. --- ## Symptoms | Symptom | What you see | |---|---| | Deduction flips mid chain | Step t says A, step t+3 assumes not A | | Cite after claim | Answer states conclusion first, citations appear later or mismatch | | Tool result ignored | Structured tool output is not integrated into the final proof | | Branch mixing | Two hypotheses or roles leak into one stream without arbitration | | Infinite hedging | Long text, no invariant, no auditable steps | | JSON schema drift | Different steps produce different fields for the same contract | --- ## Acceptance targets - ΔS(question, retrieved) ≤ 0.45 - Coverage ≥ 0.70 to the target section - λ remains convergent across 3 paraphrases and 2 seeds - E_resonance flat on long windows - Zero contradictions across the final plan and the citations --- ## Structural fixes (Problem Map) - Cite first, then reason → [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) → [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) → [citation_first.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/citation_first.md) - Stabilize ordering and reduce variance → [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) → [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) - Prevent symbolic leakage and unlock constrained proof → [patterns/pattern_symbolic_constraint_unlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_symbolic_constraint_unlock.md) - Long chain stability and entropy control → [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) → [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md) - If the claim keeps returning after correction → [patterns/pattern_hallucination_reentry.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_hallucination_reentry.md) - Multi agent conflicts and role drift → [Multi-Agent_Problems.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md) → [multi-agent-chaos/role-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/role-drift.md) --- ## Why logic collapses 1) **No invariant**. There is no explicit statement of what must stay true across steps. 2) **Citation contract missing**. The model is allowed to assert before binding to `snippet_id` and `section_id`. 3) **Header drift flips λ**. Reordered system or tool headers produce different branches on each run. 4) **Branch contamination**. Hypothesis A and B are not isolated, the plan merges silently. 5) **Unruly tool I/O**. Free text is accepted where strict JSON was required. 6) **Hybrid retrieval shuffle**. The top k changes and the proof silently re-anchors. --- ## Fix in 60 seconds 1. **Pin the invariant** Add a short invariant header, for example: `Invariant: conclusions must cite snippet_id and section_id before any reasoning.` 2. **Enforce cite-first** Require the model to produce citations first, then the explanation. See [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) and [citation_first.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/citation_first.md). 3. **Clamp variance with BBAM** If λ flips across paraphrases, apply BBAM to keep one path stable. 4. **Bridge gaps with BBCR** Summarize the current state into a compact, cited bridge, then continue reasoning on top of that single bridge. 5. **Lock schema and ordering** Freeze headers, tool schemas, and reranker tie breaks. See [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) and [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md). --- ## Minimal step contract Add this object to every step output. Reject the step if any field is missing. ```json { "step": 7, "invariant": "cite-first, no cross-branch mixing", "citations": [ { "snippet_id": "S17", "section_id": "CH3.2", "source_url": "https://...", "offsets": [102, 188] } ], "claim": "X implies Y under condition Z", "justification": "Short, refers to citations only", "λ_state": "convergent", "ΔS_q_snip": 0.31, "next_action": "verify Z across S24", "guardrails": { "schema_version": "v1", "tie_break": "stable" } } ```` --- ## Verification * Three paraphrase probe, two seeds. * Require ΔS(question, retrieved) ≤ 0.45 and λ convergent in all runs. * No contradictions between any step claim and earlier steps. * If any run fails, inspect header ordering and reranker tie breaks, then re-run. --- ## Copy paste prompt ``` You have TXT OS and the WFGY Problem Map loaded. We suspect a logic collapse. Inputs: - question: "{q}" - current snippets: [{snippet_id, section_id, source_url}] - last 6 steps with {claim, citations, λ_state, ΔS_q_snip} Do: 1) State a one line invariant for this task. 2) Produce citations first. If citations are missing or conflict, stop and output the minimal fix. 3) Apply BBCR to create a single cited bridge, then continue reasoning for at most 5 steps. 4) If λ flips across a paraphrase, apply BBAM and retry once. 5) Return JSON: { "invariant": "...", "steps": [...], "final_answer": "...", "ΔS": 0.xx, "λ_state": "convergent", "next_fix": "..." } Refuse to output a final answer if any step lacks citations. ``` --- ## When to escalate * The chain keeps diverging after BBAM and bridge steps → audit for symbolic failure: [symbolic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/symbolic-collapse.md) * The claim reappears after correction → see re-entry pattern: [patterns/pattern\_hallucination\_reentry.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_hallucination_reentry.md) * Runs diverge only when agents hand off → isolate roles and memory: [Multi-Agent\_Problems.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md) * Long dialogs lose structure past window joins → stabilize joins and entropy: [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md), [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md) --- ### 🔗 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 + ” | | **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 | --- ### 🧭 Explore More | Module | Description | Link | | ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- | | WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) | | Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) | | Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) | | Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) | | Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) | | Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) | | 🧙‍♂️ Starter Village 🏡 | New here? 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