WFGY/ProblemMap/GlobalFixMap/PromptAssembly

Prompt Assembly — Global Fix Map

Build prompts that the model cannot misread. Use this folder when citations vanish, JSON mode breaks, tools loop, or answers flip when you reorder sections. Every page gives a concrete repair with measurable targets. No infra change required.

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What this folder is

• A short path to lock schema, section order, and per source fences.
• Copy-paste recipes that survive different providers and agents.
• Acceptance targets so you can ship with predictable quality.

When to use

• Citations point to the wrong snippet or disappear after retries.
• JSON mode produces invalid objects or tool calls stall in loops.
• Role text bleeds into user content after a small template change.
• Long chains smear topics when you reorder headers.
• Agents overwrite each other’s memory without fences.

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Acceptance targets

• ΔS(question, retrieved) ≤ 0.45
• Coverage of target section ≥ 0.70
• λ remains convergent across three paraphrases and two seeds
• E_resonance flat on long windows

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Quick routes to per-page guides

• Role and section order → system_user_role_order.md
• JSON mode and tools → json_mode_and_tool_calls.md
• Citation-first prompting → citation_first.md
• Anti prompt injection recipes → anti_prompt_injection_recipes.md
• Memory fences and state keys → memory_fences_and_state_keys.md
• Tool selection and timeouts → tool_selection_and_timeouts.md
• Minimal template library → template_library_min.md
• Eval prompts and checks → eval_prompts_and_checks.md

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Map symptoms to structural fixes

• Wrong-meaning hits despite high similarity → embedding-vs-semantic.md

• Citations inconsistent or missing after retries → retrieval-traceability.md · data-contracts.md

• JSON mode breaks or tool calls return free text → logic-collapse.md · prompt-injection.md

• Answers flip when you reorder headers → context-drift.md

• Long chains drift or stall → entropy-collapse.md

• Hybrid retrieval worse than a single retriever → rerankers.md

• Hallucination re-entry after correction → hallucination.md

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Fix in 60 seconds

1. Measure ΔS Compute ΔS(question, retrieved) and ΔS(retrieved, expected anchor). Stable < 0.40, transitional 0.40–0.60, risk ≥ 0.60.

2. Probe λ_observe Vary k and the order of prompt headers. If λ flips, lock the schema and clamp variance with BBAM.

3. Apply the right page from this folder

   • Missing or wrong citations → open Citation-first and Retrieval Traceability.
   • JSON tool drift or invalid outputs → open JSON mode and tools.
   • Role bleed or policy mixing → open System vs User order.
   • Multi-agent loops or overwrites → open Memory fences and state keys.
   • Tool indecision or hangs → open Tool selection and timeouts.

4. Verify Run Eval prompts and checks on three paraphrases and two seeds. Ship only if ΔS ≤ 0.45 and coverage ≥ 0.70.

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Copy-paste diagnostic prompt

You have TXT OS and the WFGY Problem Map loaded.

My prompt assembly issue:
- symptom: [one line]
- traces: ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ states on 3 paraphrases

Tell me:
1) failing layer and why,
2) which exact page to open from Prompt Assembly,
3) the minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
4) a reproducible check to verify the fix.
Use BBMC, BBPF, BBCR, BBAM when relevant.

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🔗 Quick-Start Downloads (60 sec)

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

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🧭 Explore More

Module	Description	Link
WFGY Core	WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack	View →
Problem Map 1.0	Initial 16-mode diagnostic and symbolic fix framework	View →
Problem Map 2.0	RAG-focused failure tree, modular fixes, and pipelines	View →
Semantic Clinic Index	Expanded failure catalog: prompt injection, memory bugs, logic drift	View →
Semantic Blueprint	Layer-based symbolic reasoning & semantic modulations	View →
Benchmark vs GPT-5	Stress test GPT-5 with full WFGY reasoning suite	View →
🧙‍♂️ Starter Village 🏡	New here? Lost in symbols? Click here and let the wizard guide you through	Start →

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