mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
138 lines
10 KiB
Markdown
138 lines
10 KiB
Markdown
# Agents & Orchestration — Global Fix Map
|
||
|
||
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">
|
||
|
||
[](https://github.com/onestardao/WFGY)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
|
||
|
||
|
||
</div>
|