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# Prompt Assembly — Global Fix Map
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Build a context that the model cannot misread.
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Use this when citations vanish, sources get mixed, or answers flip when you reorder sections.
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## What this page is
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- A short path to lock schema, section order, and per source fences
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- Copyable constraints that force cite first then explain
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- How to verify stability using ΔS and a snippet to citation table
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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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---
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## What this folder is
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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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## When to use
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- Correct snippets are present but the answer still drifts
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- Citations are missing or point to the wrong section
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- Answers change if you rename headers or swap context order
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- Two sources merge into one narrative
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- Corrections do not stick across paraphrases
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## Open these first
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- Traceable prompting and schema: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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- Snippet and citation schema: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Stop source mixing: [Symbolic Constraint Unlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_symbolic_constraint_unlock.md)
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- End to end knobs that affect assembly: [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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- Pipeline overview and failure families: [RAG Architecture and Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
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- If logic still collapses after assembly: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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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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## Fix in 60 seconds
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1) **Lock the schema**
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Use an immutable order.
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`System → Task → Constraints → Sources → Citations → Answer`
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Forbid header rename and reordering.
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2) **Cite first then explain**
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Require a citation list before any prose.
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Each line uses `[source_id:section_id:line_start-line_end]`.
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Only after the list, allow explanation and synthesis.
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3) **Per source fences**
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Wrap each context block with start and end sentinels.
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Disallow copying text across fences.
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Reuse of a citation outside its fence is invalid.
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4) **Stable headers**
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Freeze exact header tokens like `## Sources`, `## Citations`, `## Answer`.
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The model must not invent new sections or rename existing ones.
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5) **Minimal assembly**
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Prefer the smallest set of snippets that cover the question.
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Avoid mixing paraphrases with quotes in the same section.
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6) **Schema validation inside the prompt**
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Ask the model to print a snippet to citation table before the answer.
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Enforce the field names from Data Contracts.
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7) **If answers still flip**
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Apply WFGY modules at reasoning time.
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Use BBAM to clamp attention variance.
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Use BBCR to insert a bridge step between citation and explanation.
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## Copy paste prompt
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```
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You have TXT OS and WFGY Problem Map loaded.
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Assemble the prompt using this immutable schema:
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System → Task → Constraints → Sources → Citations → Answer.
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Do not rename sections. Do not reorder sections.
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Constraints:
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* Cite first then explain.
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* Citations must use \[source\_id\:section\_id\:line\_start-line\_end].
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* Do not copy text across source fences.
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* If a needed fact is outside the provided fences, say so.
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Now given:
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* question: "<paste>"
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* sources with fences:
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\[S1\:start] <snippet A> \[S1\:end]
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\[S2\:start] <snippet B> \[S2\:end]
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Steps:
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1. Print a snippet ↔ citation table using the Data Contracts fields.
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2. Print a short reasoning plan.
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3. Produce the final answer with citations inline.
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If schema is violated, stop and print the violation.
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```
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## Minimal checklist
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- Fixed section order and exact header tokens
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- Citation list appears before explanation
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- Per source fences are present and enforced
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- Snippet to citation table is printed and consistent
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- No cross source reuse in the answer
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- If context is insufficient, the model says it explicitly
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---
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## Acceptance targets
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- ΔS(question, assembled_context) ≤ 0.45 across three paraphrases
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- λ at reasoning remains convergent after citations are produced
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- Reordering headers does not change the final answer
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- Snippet ↔ citation table matches the answer lines
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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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---
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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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---
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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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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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* 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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---
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## Copy-paste diagnostic prompt
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```
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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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Tell me:
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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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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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### 🔗 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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@ -135,17 +141,18 @@ If schema is violated, stop and print the violation.
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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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