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ProblemMap/GlobalFixMap/Agents_Orchestration/crewai.md
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# CrewAI: Guardrails and Fix Patterns
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Use this page when your orchestration uses **CrewAI** (agents, tasks, tools, crews, planning) and you see tool loops, wrong snippets, role mixing, or answers that flip between runs. The table maps symptoms to exact WFGY fix pages and gives a minimal recipe you can paste.
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**Acceptance targets**
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- ΔS(question, retrieved) ≤ 0.45
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- Coverage ≥ 0.70 to the intended section or record
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- λ stays convergent across 3 paraphrases and 2 seeds
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- E_resonance stays flat on long windows
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---
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## Open these first
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- Visual map and recovery
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[RAG Architecture & Recovery](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](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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- Why this snippet
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[Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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- Ordering control
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[Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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- Embedding vs meaning
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[Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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- Hallucination and chunk edges
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[Hallucination](https://github.com/onestardao/WFGY/blob/main/ProblemMap/hallucination.md)
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- Long chains and entropy
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[Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) · [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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- Structural collapse and recovery
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[Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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- Prompt injection and schema locks
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[Prompt Injection](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
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- Multi agent conflicts
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[Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md)
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- Bootstrap and deployment ordering
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[Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md) · [Deployment Deadlock](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md) · [Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
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- Snippet and citation schema
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[Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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---
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## Typical breakpoints and the right fix
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- **Agent to agent handoff loops or stalls**
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Add BBCR bridge steps, set explicit timeouts, log λ per hop, clamp variance with BBAM.
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Open: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) · [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md)
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- **High similarity yet wrong meaning**
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Mixed write and read embeddings, metric mismatch, or fragmented stores.
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Open: [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) · [Vectorstore Fragmentation](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md)
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- **Hybrid retrieval performs worse than a single retriever**
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Two stage query drifts, mis weighted rerank, inconsistent analyzer.
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Open: [Query Parsing Split](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md) · [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
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- **Citations missing or inconsistent across agents**
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Require cite then explain and lock snippet fields at the task boundary.
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Open: [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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- **Planner injects unsafe tool prompts**
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Freeze tool schemas and validate arguments before execution.
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Open: [Prompt Injection](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
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- **Long runs flatten style and drift logically**
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Split tasks, re join with BBCR, measure entropy and stop when it rises.
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Open: [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) · [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.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 to 0.60, risk ≥ 0.60.
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2) **Probe λ_observe**
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Do a k sweep in retrieval and reorder prompt headers. If λ flips, lock the schema and clamp with BBAM.
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3) **Apply the module**
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- Retrieval drift → BBMC plus [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Reasoning collapse → BBCR bridge plus BBAM, verify with [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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- Hallucination re entry after correction → [Pattern: Hallucination Re-entry](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_hallucination_reentry.md)
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4) **Verify**
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Coverage ≥ 0.70. ΔS ≤ 0.45. Three paraphrases and two seeds with λ convergent.
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---
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## Minimal CrewAI pattern with WFGY checks
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```python
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# Pseudocode: highlight the control points only
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from crewai import Agent, Task, Crew
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def retrieve_snippets(q):
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# unified analyzer and metric across dense and sparse
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return retriever.search(q, k=10)
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def assemble_prompt(context, q):
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# schema-locked prompt with cite first
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return prompt.format(context=context, question=q)
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def wfgy_checks(q, context, answer):
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# compute ΔS(question, context) and enforce thresholds
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# record snippet_id, section_id, source_url, offsets, tokens
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metrics = metrics_and_trace(q, context, answer)
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if metrics["risk"]:
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raise RuntimeError("WFGY gate: high ΔS or divergent λ")
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return metrics
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researcher = Agent(
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role="retrieval",
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goal="fetch auditable snippets with fields locked",
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backstory="RAG specialist who always cites first"
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)
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writer = Agent(
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role="reasoning",
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goal="answer with cite then explain using the snippet schema",
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backstory="keeps λ convergent and avoids cross section reuse"
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)
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task_retrieve = Task(
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description="Retrieve k=10 with unified analyzer, return snippet schema",
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agent=researcher,
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expected_output="list of snippets with {snippet_id, section_id, source_url, offsets, tokens}"
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)
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task_answer = Task(
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description="Assemble cite-first prompt and answer with strict JSON",
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agent=writer,
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expected_output="{citations:[...], answer:'...'}"
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)
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crew = Crew(agents=[researcher, writer], tasks=[task_retrieve, task_answer])
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def run(question):
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context = retrieve_snippets(question)
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msg = assemble_prompt(context, question)
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answer = crew.kickoff(inputs={"msg": msg})
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metrics = wfgy_checks(question, context, answer)
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return {"answer": answer, "metrics": metrics}
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````
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**What this enforces**
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* Retrieval is observable and parameterized. Analyzer and metric are unified.
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* Prompt is schema locked with cite first and strict JSON for tool outputs.
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* A post generation WFGY gate can halt the run when ΔS is high or λ flips.
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* Traces record snippet to citation mapping for audits.
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Specs and recipes
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[RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) ·
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[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) ·
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[Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) ·
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[Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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---
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## CrewAI specific gotchas
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* Mixed embedding functions across write and read. Rebuild with explicit metric and normalization.
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See [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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* Planner emits tool prompts that bypass the schema. Always validate tool arguments and echo the schema every step.
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See [Prompt Injection](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
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* Memory overwrite between agents. Stamp `mem_rev` and `mem_hash`, split namespaces by agent role.
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See [role drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/role-drift.md) · [memory desync](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_memory_desync.md)
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* Event storms when multiple tasks write to the same index or KV. Add idempotency keys on `{source_id, mem_rev, index_hash}`.
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See [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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* Long runs degrade style and flip answers. Split the plan, then re join with a BBCR bridge and clamp with BBAM.
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See [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
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---
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## When to escalate
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* ΔS remains ≥ 0.60
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Rebuild the index using the checklists and verify with a small gold set.
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[Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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* Identical input yields different answers across runs
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Check version skew and session state.
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[Pre-Deploy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
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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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---
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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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---
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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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<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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