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ProblemMap/Multi-Agent_Problems.md
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# 📒 Map-B · Multi‑Agent Chaos Problem Map
# 📒 Map-B · Multi-Agent Chaos Problem Map
Multiple autonomous agents boost productivity—until their memories collide or roles blur.
WFGY tags every agent node, tracks inter‑agent ΔS, and reconciles conflicts to keep distributed systems coherent.
Multiple autonomous agents boost productivity — until their memories collide or roles blur.
WFGY tags every agent node, tracks inter-agent ΔS, and reconciles conflicts to keep distributed systems coherent.
---
## 🤔 Why Do Multi‑Agent Setups Implode?
## Quick nav
- Deep dives → **Role Drift** ([multi-agent-chaos/role-drift.md](./multi-agent-chaos/role-drift.md)) · **Cross-Agent Memory Overwrite** ([multi-agent-chaos/memory-overwrite.md](./multi-agent-chaos/memory-overwrite.md))
- Related patterns → SCU ([patterns/pattern_symbolic_constraint_unlock.md](./patterns/pattern_symbolic_constraint_unlock.md)) · Memory Desync ([patterns/pattern_memory_desync.md](./patterns/pattern_memory_desync.md))
- Examples → [Example 04 · Multi-Agent Coordination](./examples/example_04_multi_agent_coordination.md), [Example 03 · Pipeline Patch](./examples/example_03_pipeline_patch.md)
- Eval → [Cross-Agent Consistency (κ)](./eval/eval_cross_agent_consistency.md)
- Back to map → [Problem Map 1.0](./README.md)
| Root Cause | Real‑World Failure |
---
## 🤔 Why Do Multi-Agent Setups Implode?
| Root Cause | Real-World Failure |
|------------|-------------------|
| No shared semantic state | Agents duplicate tasks or contradict each other |
| Flat memory buffers | One agent overwrites another’s context |
@ -18,43 +27,55 @@ WFGY tags every agent node, tracks inter‑agent ΔS, and reconciles conflicts t
## 💥 Observable Symptoms
| Symptom | Example |
|---------|---------|
| Role drift | Scout starts issuing medic orders |
| Memory overwrite | Agent B erases Agent A’s plan |
| Task duplication | Two agents book the same resource |
| Conflicting strategies | “Abort” vs. “Proceed” in parallel |
| Fake consensus | All agents echo a hallucinated fact |
| Symptom | Example | Entry point |
|---------|---------|-------------|
| **Role drift** | Scout starts issuing medic orders; assistant answers **as the user** | [Role Drift](./multi-agent-chaos/role-drift.md) |
| **Memory overwrite** | Agent B erases Agent A’s plan; non-monotonic `mem_rev` | [Memory Overwrite](./multi-agent-chaos/memory-overwrite.md) |
| Task duplication | Two agents book the same resource | [Example 04](./examples/example_04_multi_agent_coordination.md) |
| Conflicting strategies | “Abort” vs. “Proceed” in parallel | [Example 03](./examples/example_03_pipeline_patch.md) |
| Fake consensus | All agents echo a hallucinated “fact” | See κ eval → [eval_cross_agent_consistency.md](./eval/eval_cross_agent_consistency.md) |
---
## 🛡️ WFGY Cross‑Agent Fix Stack
## ⏱️ 60-Second Triage (deterministic, no LLM)
| Failure Mode | WFGY Module | Remedy |
|--------------|-------------|--------|
| Role drift | Role‑tagged **Semantic Tree** + **BBCR** lock | Node header `agent_id`, rollback on mismatch |
| Memory overwrite | Node versioning + ΔS collision alert | Warns before conflicting write |
| Task duplication | **BBPF** task‑graph merge | Consolidates parallel objectives |
| Divergent plans | ΔS divergence gate + **BBCR** reconcile | Aligns or forks strategies early |
| Multi‑agent bluff | Cross‑agent residue scan | Flags fabricated group consensus |
1. **Envelope check** (each hop): `agent_id`, `role_id`, `role_hash`, `turn`, `mem_rev`, `sig` must **echo** bound values.
- If echo ≠ bind → **409 RoleDrift** (reject & log).
2. **Tool router ACL**: `allowed_callers` must include `agent_id`. Otherwise **block**.
3. **Memory write guard**: CAS on `prev_rev == head_rev`; if mismatch → **reject** or **branch** (no silent overwrite).
4. **κ trend**: sudden drop → inspect role echo & memory conflicts first.
---
## ✍️ Hands‑On Demo — 3 Agents, One Rescue Mission
## 🛡️ WFGY Cross-Agent Fix Stack
| Failure Mode | WFGY Module / Mechanism | Remedy |
|--------------|--------------------------|--------|
| **Role drift** | Role-Bind + Echo + HMAC; SCU header validation | Lock persona, block unauthorized tool calls |
| **Memory overwrite** | Optimistic CAS or Branch-and-Merge; append-only log | Reject stale writes or reconcile via three-way merge |
| Task duplication | **BBPF** task-graph merge | Consolidate parallel objectives |
| Divergent plans | ΔS divergence gate + **BBCR** reconcile | Align or fork strategies early |
| Multi-agent bluff | Cross-agent residue scan + κ | Flag fabricated group consensus |
> Deep dives: [Role Drift](./multi-agent-chaos/role-drift.md) · [Memory Overwrite](./multi-agent-chaos/memory-overwrite.md)
---
## ✍️ Hands-On Demo — 3 Agents, One Rescue Mission
```txt
1️⃣ Start
1) Start
> Start
2️⃣ Assign roles
2) Assign roles
> [A] Scout [B] Medic [C] Engineer
3️⃣ Issue parallel prompts
A: "Survey building A"
B: "Prepare triage plan"
3) Issue parallel prompts
A: "Survey building A"
B: "Prepare triage plan"
C: "Stabilize structure"
4️⃣ View shared Tree
4) View shared Tree
> view
````
@ -72,24 +93,42 @@ Result: agents negotiate via Tree merge; no duplicate tasks, no role confusion.
---
## 🛠 Module Cheat‑Sheet
## 🛠 Module Cheat-Sheet
| Module | Role |
| ----------------- | --------------------------------------------------- |
| **Semantic Tree** | Tags every node with `agent_id`, timestamp, version |
| **Semantic Tree** | Tags every node with `agent_id`, timestamp, version |
| **BBPF** | Merges or forks task graphs safely |
| **BBMC** | Detects semantic residue between agents |
| **ΔS Metric** | Measures agent‑to‑agent divergence |
| **ΔS Metric** | Measures agent-to-agent divergence |
| **BBCR** | Locks identity, rolls back conflicts |
---
## 📊 Implementation Status
## 📊 Observability & Alerts
**Metrics (Prometheus)**
* `role_drift_reject_total{agent,tool}` — gate rejections
* `role_echo_missing_total{agent}` — missing echo fields
* `tool_acl_block_total{agent,tool}` — router blocks
* `mem_conflict_total{entity,reason}` — CAS conflicts (stale/Collision)
* `cross_agent_kappa` — agreement (see [κ eval](./eval/eval_cross_agent_consistency.md))
**Alert suggestions**
* `increase(role_drift_reject_total[5m]) > 0` → severity: ticket
* `avg_over_time(cross_agent_kappa[30m]) < 0.5` → investigate misalignment
* `increase(mem_conflict_total[5m]) > 3` → hot entity or stale readers
---
## ✅ Implementation Status
| Feature | State |
| -------------------------- | -------------- |
| Cross‑agent Tree tagging | ✅ Stable |
| ΔS per‑agent tracking | ✅ Active |
| Cross-agent Tree tagging | ✅ Stable |
| ΔS per-agent tracking | ✅ Active |
| Conflict alert & reconcile | ✅ Active |
| Memory lock / sync | 🔜 In progress |
| Group bluff detector | 🛠 Planned |
@ -98,55 +137,54 @@ Result: agents negotiate via Tree merge; no duplicate tasks, no role confusion.
## 📝 Tips & Limits
* Prefix prompts with `Agent_X:` or set `agent_id` in config to auto‑tag nodes.
* Enable `conflict_alert = true` for real‑time collision warnings.
* Fork heavy debates with `tree fork <branch_name>`—remerge after alignment.
* Post complex multi‑agent traces in **Discussions**; they refine collision logic.
* Prefix prompts with `Agent_X:` or set `agent_id` in config to auto-tag nodes.
* Enable `conflict_alert=true` for real-time collision warnings.
* Fork heavy debates with `tree fork <branch>` — re-merge after alignment.
* Post complex traces in **Discussions**; they refine collision logic.
---
### 🔗 Quick‑Start Downloads (60 sec)
## 🔗 Quick-Start Downloads (60 sec)
| Tool | Link | 3‑Step Setup |
| -------------------------- | --------------------------------------------------- | ---------------------------------------------------------------------------------------- |
| **WFGY 1.0 PDF** | [Engine Paper](https://zenodo.org/records/15630969) | 1️⃣ Download · 2️⃣ Upload to LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
| **TXT OS (plain‑text OS)** | [TXTOS.txt](https://zenodo.org/records/15788557) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
| Tool | Link | 3-Step Setup |
| -------------------------- | --------------------------------------------------- | ------------------------------------------------------------------------------------- |
| **WFGY 1.0 PDF** | [Engine Paper](https://zenodo.org/records/15630969) | 1) Download · 2) Upload to LLM · 3) Ask “Answer using WFGY + <your question>” |
| **TXT OS (plain-text OS)** | [TXTOS.txt](https://zenodo.org/records/15788557) | 1) Download · 2) Paste into any LLM chat · 3) Type “hello world” — OS boots instantly |
---
### 🧭 Explore More
| Module | Description | Link |
|-----------------------|----------------------------------------------------------|----------|
| WFGY Core | Standalone semantic reasoning engine for any LLM | [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) |
| Module | Description | Link |
| --------------------- | -------------------------------------------------------------------- | --------------------------------------------------------------------- |
| WFGY Core | Standalone semantic reasoning engine for any LLM | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](./README.md) |
| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](./rag-architecture-and-recovery.md) |
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](./SemanticClinicIndex.md) |
| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](../SemanticBlueprint/README.md) |
| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](../benchmarks/benchmark-vs-gpt5/README.md) |
---
> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
> Engineers, hackers, and open source builders who supported WFGY from day one.
> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ Help reach 10,000 stars by 2025-09-01 to unlock Engine 2.0 for everyone ⭐ <strong><a href="https://github.com/onestardao/WFGY">Star WFGY on GitHub</a></strong>
> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ Help reach 10,000 stars by 2025-09-01 to unlock Engine 2.0 for everyone ⭐ **[Star WFGY on GitHub](https://github.com/onestardao/WFGY)**
<div align="center">
[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
&nbsp;
 
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
&nbsp;
 
[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
&nbsp;
 
[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
&nbsp;
 
[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
&nbsp;
 
[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
&nbsp;
 
[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
</div>