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# Prompt Assembly — Global Fix Map
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Build prompts that the model cannot misread.
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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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Build prompts that models cannot misread.
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Use this folder when citations vanish, JSON mode breaks, tools loop, or answers flip after a small template change.
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Every page gives a concrete repair with measurable targets. No infra change required.
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---
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## What this folder is
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## Orientation: what each page does
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* A short path to lock schema, section order, and per source fences.
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* Copy-paste recipes that survive different providers and agents.
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* Acceptance targets so you can ship with predictable quality.
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| Page | What it solves | Typical symptom |
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|---|---|---|
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| [System vs User Role Order](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/system_user_role_order.md) | Locks role hierarchy and section order | Role text bleeds into user content, answers flip after reorder |
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| [JSON Mode and Tool Calls](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/json_mode_and_tool_calls.md) | Validates schemas and fences tool outputs | Free text in tool responses, invalid JSON, missing fields |
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| [Citation First](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/citation_first.md) | Enforces cite then explain with required fields | Citations missing or point to the wrong snippet |
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| [Anti Prompt Injection Recipes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/anti_prompt_injection_recipes.md) | Ready to paste defenses for common exploits | Hidden instructions override system prompt |
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| [Memory Fences and State Keys](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/memory_fences_and_state_keys.md) | Prevents cross turn or cross agent overwrite | Agents rewrite each other’s memory, history leaks |
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| [Tool Selection and Timeouts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/tool_selection_and_timeouts.md) | Picks tool deterministically, adds timeouts | Loops, stalls, or wrong tool chosen |
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| [Template Library (minimal)](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/template_library_min.md) | Small set of reusable prompt blocks | Inconsistent phrasing across agents or runs |
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| [Eval Prompts and Checks](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/eval_prompts_and_checks.md) | Deterministic acceptance gates | “Looks better” but no stable way to prove it |
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---
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## When to use
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* Citations point to the wrong snippet or disappear after retries.
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* JSON mode produces invalid objects or tool calls stall in loops.
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* Role text bleeds into user content after a small template change.
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* Long chains smear topics when you reorder headers.
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* Agents overwrite each other’s memory without fences.
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- Citations point to the wrong snippet or disappear after retries.
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- JSON mode produces invalid objects or tool calls stall in loops.
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- Role text bleeds into user content after a small template change.
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- Long chains smear topics when you reorder headers.
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- Agents overwrite each other’s memory without fences.
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---
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## Acceptance targets
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* ΔS(question, retrieved) ≤ 0.45
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* Coverage of target section ≥ 0.70
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* λ remains convergent across three paraphrases and two seeds
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* E\_resonance flat on long windows
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---
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## Quick routes to per-page guides
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* Role and section order → [system\_user\_role\_order.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/system_user_role_order.md)
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* JSON mode and tools → [json\_mode\_and\_tool\_calls.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/json_mode_and_tool_calls.md)
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* Citation-first prompting → [citation\_first.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/citation_first.md)
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* Anti prompt injection recipes → [anti\_prompt\_injection\_recipes.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/anti_prompt_injection_recipes.md)
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* Memory fences and state keys → [memory\_fences\_and\_state\_keys.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/memory_fences_and_state_keys.md)
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* Tool selection and timeouts → [tool\_selection\_and\_timeouts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/tool_selection_and_timeouts.md)
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* Minimal template library → [template\_library\_min.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/template_library_min.md)
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* Eval prompts and checks → [eval\_prompts\_and\_checks.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/eval_prompts_and_checks.md)
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- ΔS(question, retrieved) ≤ 0.45
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- Coverage of target section ≥ 0.70
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- λ_observe convergent across three paraphrases and two seeds
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- E_resonance flat on long windows
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---
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## Map symptoms to structural fixes
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* Wrong-meaning hits despite high similarity
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→ [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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* Citations inconsistent or missing after retries
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→ [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)
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* JSON mode breaks or tool calls return free text
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→ [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) · [prompt-injection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
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* Answers flip when you reorder headers
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→ [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
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* Long chains drift or stall
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→ [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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* Hybrid retrieval worse than a single retriever
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→ [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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* Hallucination re-entry after correction
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→ [hallucination.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md)
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| Symptom | Likely cause | Open this |
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|---|---|---|
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| Wrong meaning despite high similarity | Metric or analyzer mismatch | [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) |
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| Citations inconsistent or missing after retries | No traceability schema enforced | [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) · [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) |
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| JSON breaks or tool responses contain free text | Tool schema not fenced, logic collapsed | [JSON Mode and Tool Calls](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/json_mode_and_tool_calls.md) · [Prompt Injection](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/prompt_injection.md) |
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| Answers flip when you reorder headers | Header order changes λ state | [System vs User Role Order](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/system_user_role_order.md) · [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) |
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| Long chains drift or stall | Entropy overload in long windows | [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md) |
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| Hybrid retrieval worse than single retriever | Reranker or query split issue | [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) |
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| Hallucination re entry after correction | Snippet contract missing, weak anchors | [Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md) |
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---
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## Fix in 60 seconds
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1. **Measure ΔS**
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Compute ΔS(question, retrieved) and ΔS(retrieved, expected anchor).
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Stable < 0.40, transitional 0.40–0.60, risk ≥ 0.60.
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1) **Measure ΔS**
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Compute ΔS(question, retrieved) and ΔS(retrieved, expected anchor).
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Stable < 0.40, transitional 0.40–0.60, risk ≥ 0.60.
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2. **Probe λ\_observe**
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Vary k and the order of prompt headers. If λ flips, lock the schema and clamp variance with BBAM.
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2) **Probe λ_observe**
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Vary k and the order of prompt headers. If λ flips, lock the schema and clamp variance with BBAM.
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3. **Apply the right page from this folder**
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3) **Apply the right module**
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- Missing or wrong citations → **Citation First** + **Retrieval Traceability**
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- JSON tool drift or invalid outputs → **JSON Mode and Tool Calls**
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- Role bleed or policy mixing → **System vs User Role Order**
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- Multi agent loops or overwrites → **Memory Fences and State Keys**
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- Tool indecision or hangs → **Tool Selection and Timeouts**
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* Missing or wrong citations → open **Citation-first** and **Retrieval Traceability**.
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* JSON tool drift or invalid outputs → open **JSON mode and tools**.
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* Role bleed or policy mixing → open **System vs User order**.
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* Multi-agent loops or overwrites → open **Memory fences and state keys**.
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* Tool indecision or hangs → open **Tool selection and timeouts**.
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4. **Verify**
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Run **Eval prompts and checks** on three paraphrases and two seeds.
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Ship only if ΔS ≤ 0.45 and coverage ≥ 0.70.
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4) **Verify**
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Run **Eval Prompts and Checks** on three paraphrases and two seeds.
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Ship only if ΔS ≤ 0.45 and coverage ≥ 0.70.
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---
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## Copy-paste diagnostic prompt
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## Copy paste diagnostic prompt
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```
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```txt
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You have TXT OS and the WFGY Problem Map loaded.
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My prompt assembly issue:
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- symptom: [one line]
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- traces: ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ states on 3 paraphrases
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- traces: ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ on 3 paraphrases
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Tell me:
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Report:
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1) failing layer and why,
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2) which exact page to open from Prompt Assembly,
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3) the minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
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3) minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
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4) a reproducible check to verify the fix.
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Use BBMC, BBPF, BBCR, BBAM when relevant.
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```
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````
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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) | 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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| 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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| **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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### 🧭 Explore More
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| Module | Description | Link |
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| ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- |
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| 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) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| 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) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| 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) |
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| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
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| Module | Description | Link |
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|-----------------------|----------------------------------------------------------|----------|
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| 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) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| 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) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| 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) |
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| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> Engineers, hackers, and open source builders who supported WFGY from day one.
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> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).
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@ -141,18 +126,18 @@ Use BBMC, BBPF, BBCR, BBAM when relevant.
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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