WFGY/ProblemMap/GlobalFixMap/Agents_Orchestration/README.md

# Agents & Orchestration — Global Fix Map

<details>
  <summary><strong>🏥 Quick Return to Emergency Room</strong></summary>

<br>

  > You are in a specialist desk.  
  > For full triage and doctors on duty, return here:  
  > 
  > - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/README.md)  
  > - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)  
  > 
  > Think of this page as a sub-room.  
  > If you want full consultation and prescriptions, go back to the Emergency Room lobby.
</details>



A practical hub to stabilize **multi-agent and tool-augmented workflows**.  
Most “agent bugs” are not model issues. They come from role mixups, tool schema drift, uncontrolled loops, and cold-boot ordering. This page routes symptoms to structural fixes with measurable targets.

---

## Orientation: pick your orchestration layer

| Framework | What it is | Typical use | Link |
|---|---|---|---|
| Autogen | Multi-agent collaboration patterns | Debate, reviewer loops, tool arbitration | [autogen.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/autogen.md) |
| CrewAI | Role-based project crews | Task pipelines with clear roles | [crewai.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/crewai.md) |
| Haystack Agents | RAG-centric agents from deepset | Retrieval-heavy assistants | [haystack_agents.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/haystack_agents.md) |
| LangChain | Largest ecosystem of tools/memory | Rapid prototyping, complex chains | [langchain.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/langchain.md) |
| LangGraph | Graph execution over LC | Stateful paths, loops, guards | [langgraph.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/langgraph.md) |
| LlamaIndex | Knowledge-first orchestration | RAG pipelines, index control | [llamaindex.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/llamaindex.md) |
| OpenAI Assistants v2 | First-party assistants API | Files, tools, code-interpreter | [openai_assistants_v2.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/openai_assistants_v2.md) |
| Rewind Agents | Context replay paradigms | User-state reconstruction | [rewind_agents.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/rewind_agents.md) |
| Semantic Kernel | MS orchestration SDK | Plugins, plans, .NET/TS stacks | [semantic_kernel.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/semantic_kernel.md) |
| Smolagents | Minimalistic agent runtime | Constrained envs, fast spin-up | [smolagents.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/smolagents.md) |

---

## Core acceptance targets

- ΔS(question, retrieved) ≤ 0.45  
- Coverage ≥ 0.70 for the target section  
- λ stays convergent across 3 paraphrases and 2 seeds  
- E_resonance remains flat on long windows

These targets let you ship safely regardless of framework.

---

## Fix Hub — symptoms mapped to structural pages

| Symptom | Likely cause | Open this |
|---|---|---|
| JSON mode breaks, invalid tool objects | Tool protocol too loose | [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) |
| Agents overwrite each other’s memory | Namespace collision, missing locks | Pattern: **memory-namespace split** in [patterns](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/patterns) |
| Run loops never end | Unbounded cycles, missing guards | [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) |
| High similarity yet wrong snippet | Metric/store mismatch or fragmentation | [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) |
| Alternating answers across runs | Prompt header reorder, λ flips | [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md), [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
| First live call fails after deploy | Cold boot and ordering issues | [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md), [predeploy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md) |
| Tool storms and rate limits | Missing backoff and budgets | Ops: **rate-limit backpressure**, **timeouts** in `ops/` |

---

## Minimal agent contract

1. **Separate memory namespaces**  
   One namespace per agent. Writes guarded by `mem_rev` and `mem_hash`.  
2. **Strict tool schemas**  
   Enforce JSON schemas. Reject free-text arguments and responses.  
3. **Path guards**  
   Max steps, variance clamp, and illegal cross-path suppression.  
4. **Traceability first**  
   Cite then explain. Require `{snippet_id, section_id, source_url, offsets, tokens}`.  
5. **Boot ordering**  
   Do not accept traffic until index hash, analyzer, and model versions match.  
6. **Observability**  
   Log ΔS and λ across retrieve → rerank → reason. Alert at ΔS ≥ 0.60.

---

## 60-second triage

1) **Measure ΔS** for question vs retrieved and vs anchor.  
2) **Probe λ** by varying top-k and prompt headers. If λ flips, clamp variance and lock the schema.  
3) **Apply**  
   Retrieval drift → BBMC + Data Contracts  
   Reasoning collapse → BBCR bridge + BBAM  
   Dead ends → BBPF alternate paths  
4) **Verify**  
   Coverage ≥ 0.70 on three paraphrases. λ convergent on two seeds.

---

## FAQ

**Why do agents step on each other’s memory?**  
Shared state without namespaces. Split memory by agent and lock writes.

**Why do I get infinite loops after adding a reviewer agent?**  
No path guards. Add step caps and illegal cross-path suppression.

**Why does tool calling randomly fail JSON?**  
Your tool protocol allows prose. Enforce strict JSON schemas both ways.

**Why is dev stable but prod flips answers?**  
Boot order and analyzer mismatch. Warm the index and verify hashes before traffic.

---

### 🔗 Quick-Start Downloads (60 sec)

| Tool                       | Link                                                                                                                                       | 3-Step Setup                                                                             |
| -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- |
| **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>”   |
| **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 |

---

### 🧭 Explore More

| Module                   | Description                                                                  | Link                                                                                               |
| ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- |
| 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)                              |
| Problem Map 1.0          | Initial 16-mode diagnostic and symbolic fix framework                        | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md)                        |
| 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) |
| Semantic Clinic Index    | Expanded failure catalog: prompt injection, memory bugs, logic drift         | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md)           |
| Semantic Blueprint       | Layer-based symbolic reasoning & semantic modulations                        | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md)                 |
| 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)      |
| 🧙‍♂️ 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)                   |

---

> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** <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).

<div align="center">

[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
 
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
 
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