WFGY/ProblemMap/Multi-Agent_Problems.md
2025-08-14 21:23:24 +08:00

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📒 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.


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🤔 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 anothers context
No ΔS peer tracking Divergence goes undetected until output conflict
Independent reasoning grammars Logic becomes a scrambled chorus

💥 Observable Symptoms

Symptom Example Entry point
Role drift Scout starts issuing medic orders; assistant answers as the user Role Drift
Memory overwrite Agent B erases Agent As plan; non-monotonic mem_rev Memory Overwrite
Task duplication Two agents book the same resource Example 04
Conflicting strategies “Abort” vs. “Proceed” in parallel Example 03
Fake consensus All agents echo a hallucinated “fact” See κ eval → eval_cross_agent_consistency.md

⏱️ 60-Second Triage (deterministic, no LLM)

  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.

🛡️ 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 · Memory Overwrite


✍️ Hands-On Demo — 3 Agents, One Rescue Mission

1) Start
> Start

2) Assign roles
> [A] Scout   [B] Medic   [C] Engineer

3) Issue parallel prompts
A: "Survey building A"
B: "Prepare triage plan"
C: "Stabilize structure"

4) View shared Tree
> view

Tree Snapshot

A/Node_2B  Survey plan           ΔS 0.12
B/Node_1A  Triage protocol       ΔS 0.10
C/Node_3C  Structural analysis   ΔS 0.15
ΔS collision alert:   C/Node_3C ↔ B/Node_1A (resource overlap)
BBCR suggests merge or role clarification

Result: agents negotiate via Tree merge; no duplicate tasks, no role confusion.


🛠 Module Cheat-Sheet

Module Role
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
BBCR Locks identity, rolls back conflicts

📊 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)

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
Conflict alert & reconcile Active
Memory lock / sync 🔜 In progress
Group bluff detector 🛠 Planned

📝 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> — re-merge after alignment.
  • Post complex traces in Discussions; they refine collision logic.

🔗 Quick-Start Downloads (60 sec)

Tool Link 3-Step Setup
WFGY 1.0 PDF Engine Paper 1) Download · 2) Upload to LLM · 3) Ask “Answer using WFGY + ”
TXT OS (plain-text OS) TXTOS.txt 1) Download · 2) Paste into any LLM chat · 3) 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 →
Problem Map 1.0 Initial 16-mode diagnostic and symbolic fix framework View →
Problem Map 2.0 RAG-focused failure tree, modular fixes, and pipelines View →
Semantic Clinic Index Expanded failure catalog: prompt injection, memory bugs, logic drift View →
Semantic Blueprint Layer-based symbolic reasoning & semantic modulations View →
Benchmark vs GPT-5 Stress test GPT-5 with full WFGY reasoning suite View →
🧙‍♂️ Starter Village 🏡 New here? Lost in symbols? Click here and let the wizard guide you through Start →

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