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ProblemMap/GlobalFixMap/Agents_Orchestration/autogen.md
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# AutoGen: Guardrails and Fix Patterns
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Use this page when your orchestration uses **AutoGen** (ConversableAgent, GroupChat, function tools) 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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- **Function tool calls wait on each other or retry forever**
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Fix: lock roles, add timeouts, and echo a strict JSON schema in every tool response.
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Open: [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md) · [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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- **Two agents overwrite the same memory namespace**
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Fix: stamp `mem_rev` and `mem_hash`, split read and write, forbid cross section reuse.
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Open: [role-drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/role-drift.md) · [memory-overwrite](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/memory-overwrite.md)
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- **High similarity yet wrong meaning**
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Fix: metric or index mismatch, or mixed write and read embeddings.
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Open: [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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- **Hybrid stack worse than a single retriever**
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Fix: lock two stage query and add a deterministic reranker.
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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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- **Facts exist in the store yet never show up**
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Fix: fragmentation or sharding misalignment.
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Open: [Vectorstore Fragmentation](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_vectorstore_fragmentation.md)
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- **Citations inconsistent across agents or steps**
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Fix: require cite then explain and lock snippet fields.
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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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- **Long GroupChat runs change style and logic**
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Fix: split the plan and rejoin with a BBCR bridge.
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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 (5, 10, 20). If ΔS stays high and flat, suspect metric or index mismatch.
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Reorder prompt headers. If λ flips, lock the schema and clamp variance 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 a fix → [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 AutoGen topology with WFGY checks
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```python
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# Pseudocode: focus on control points you must keep
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from autogen import ConversableAgent, GroupChat, GroupChatManager
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user = ConversableAgent("user", system_message="task only")
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retriever = ConversableAgent("retriever", tools=[search_tool])
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reasoner = ConversableAgent("reasoner", tools=[rag_tool])
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auditor = ConversableAgent("auditor", system_message="cite-then-explain, schema-locked")
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group = GroupChat(
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agents=[user, retriever, reasoner, auditor],
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messages=[],
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max_round=8,
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speaker_selection_method="auto"
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)
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manager = GroupChatManager(groupchat=group)
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# guardrails to add around the loop:
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# 1) every tool result must echo the JSON schema
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# 2) each step writes {snippet_id, section_id, source_url, offsets, tokens}
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# 3) after generation run WFGY checks and stop if ΔS ≥ 0.60 or λ divergent
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````
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**What this enforces**
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* Tools return strict JSON and echo the schema. Free text cannot pollute arguments.
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* Snippet fields are fixed and citations come first.
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* Post generation WFGY checks can halt the run when ΔS is high or λ flips.
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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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## AutoGen specific gotchas
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* Function schema is too loose and allows mixed JSON and free text. Lock parameters and echo schema on every call.
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See [Prompt Injection](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
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* GroupChat runs are too long and entropy rises. Split the plan and rejoin with a BBCR bridge.
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See [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
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* Shared memory overwrites between agents. Add `mem_rev` and `mem_hash`, forbid cross section reuse.
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See [memory-overwrite](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/memory-overwrite.md)
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* Retrieval and rerank are inconsistent across agents. Unify analyzer and metric or add a reranker.
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See [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.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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