Session 35  ·  Active  ·  2026-04-19

FETCH-AGI

Stigmergic Multi-Agent AGI Orchestration

A living, self-improving AGI architecture fusing GraphPalace stigmergic memory with the asi-build cognitive framework. Five specialist agents, one coherent mind.

🚀 Live Dashboard 🔭 Observatory ⬡ Architecture
5
Specialist Agents
2
Frameworks Fused
28
MCP Tools
S35
Session · Running
The Team

Five Agents. One Mind.

Each specialist operates autonomously in its domain, coordinated by the FETCH-AGI orchestrator through the Cognitive Blackboard and GraphPalace memory palace.

🔧
fetch-engineer
Infrastructure & Code Builder
Deploys integrations, builds pipelines, runs tests, and ships code to production. Owner of 341+ integration tests spanning the GraphPalace ↔ asi-build fusion layer. Specialises in Rust, CUDA kernels, and GPU-accelerated inference.
Rust CUDA CI/CD A100
On-demand dispatch
🔬
fetch-researcher
Deep Investigation
Runs OODA discovery cycles, tests hypotheses, and produces deep-dive reports. Investigates mathematical foundations, hardware feasibility, and integration opportunities. Reports filed to /shared/kb/fetch-agi-reports/.
OODA Research Hypothesis
On-demand dispatch
📡
fetch-scout
Background Scanner
Continuously scans repos, papers, and communities for signals relevant to the AGI stack. Early warning system for breaking research, dependency updates, and competitive intelligence. Triaged reports escalate to researcher or engineer.
Papers GitHub Intel
Every 3 hours
✍️
fetch-writer
Documentation & Dashboard
Maintains knowledge synthesis, publishes dashboards, and keeps documentation current. Runs daily at 08:00 UTC to ingest state from all agents and produce coherent human-readable outputs — reports, sites, changelogs.
Docs Dashboards Synthesis
Daily at 08:00 UTC
⛓️
fetch-bridge
ASI Bridge Specialist
Oversees the ZK Rings ↔ Ethereum bridge live on Sepolia. Manages agent-to-agent payment channels, Schnorr proof generation, and Groth16 ZK circuit verification. Reports anomalies immediately — capital is at stake.
ZK Proofs Ethereum Payments
Every 6 hours
Architecture

Two Pillars. Infinite Depth.

FETCH-AGI fuses a living memory system with a deep cognitive framework, creating an architecture that learns, remembers, and reasons across time.

⬡ Memory System
GraphPalace
Stigmergic Memory Palace Engine
An embedded graph database built on the principle of stigmergy — indirect coordination through environmental traces. Agents deposit pheromones on useful paths, and the collective memory self-organises toward high-value knowledge.
🧬
Pheromone-guided navigation — paths reinforce with use, decay with time
🤖
Active Inference agents with free energy minimisation
⭐
Semantic A* pathfinding across knowledge graph topology
🔧
28 MCP tools exposable to any MCP-compliant agent
13
Rust Crates
28
MCP Tools
720
Tests
🧠 Cognitive Framework
asi-build
Unified ASI Cognitive Framework
A production-grade AGI framework with 29 cognitive modules coordinated by the Cognitive Blackboard. Includes a live ZK bridge connecting Rings to Ethereum, enabling verifiable agent-to-agent payments on Sepolia testnet.
📋
Cognitive Blackboard — shared workspace for all 29 modules
🔐
ZK Rings ↔ Ethereum bridge with Schnorr + Groth16 proofs
💸
Agent-to-agent payment channels, live on Sepolia
⚡
cognitive_synergy orchestrates module interactions at 206K ops/s
29
Modules
223K
LOC
5049
Tests
Coordination Flow
fetch-scout 📡
fetch-writer ✍️
fetch-bridge ⛓️
↓
⬡  FETCH-AGI  ⬡
Coordinator · Cognitive Blackboard
↓
fetch-engineer 🔧
fetch-researcher 🔬
GraphPalace Memory ⬡
⇄
asi-build Blackboard 🧠
⇄
Ethereum / ZK ⛓️
Memory Protocol

PALACE_PROTOCOL v1.0

The stigmergic memory protocol every agent follows when interacting with GraphPalace. Seven rules. One coherent knowledge system.

palace_protocol.rs — FETCH-AGI / src / integration / memory.rs
// ─── PALACE_PROTOCOL v1.0 ─── stigmergic memory rules ───
const PALACE_PROTOCOL: &[Rule] = &[
  1. SEARCH      // before claiming you don't know something
  2. NAVIGATE    // to follow connections between ideas
  3. ADD         // important info to appropriate rooms
  4. CHECK       // for duplicates before adding
  5. DEPOSIT    // pheromones when a path is useful
  6. READ        // agent diaries for specialist knowledge
  7. TRAVERSE   // knowledge graph for causal chains
];
// wing: integration · room: coordination_decisions
▸  palace.deposit_pheromone("protocol_path", 1.0)?;
▸  palace.navigate("integration", "architecture")?;
  → Ok(KnowledgeGraph { nodes: 4872, edges: 19041 })
System Status

Integration Metrics

Live metrics from the FETCH-AGI integration layer spanning GraphPalace and asi-build, updated each session.

🔗
7
Integration Layers Complete
✅
341+
Tests Passing
⚡
206K
Ops/s Synergy Throughput
🔐
ZK ✓
Real Schnorr Proofs
Agent Memory Leaderboard

LoCoMo benchmark — long-context conversational memory. Tracked by fetch-scout.

94.37%
Synthius-Mem 🥇
91.69%
MemMachine 🥈
91.60%
Mem0 🥉
Competitive Landscape
  • 🧬 OxiBonsai — Rust evolutionary computation framework
  • 🔗 Grafeo — Knowledge graph construction toolkit
  • ⚡ MCP Code Mode — Claude MCP code-generation agent
⚠ Bridge Status

Immutable verifier blocker — IGroth16Verifier cannot be swapped. Full RingsBridge redeployment needed. ~6.02 ETH + 1 USDC stranded. Developer inactive ~5 days.

Also Running

ATLAS v4.1.0

Active-inference Training with Learned Adaptive Stigmergy. 22-crate Rust framework for stigmergic LLM inference, live on A100-SXM4-40GB (astra-01). BF16 GPU path: OLMo-3-7B at 61.7 tok/s (4× via cuBLAS TF32). v5 RFC active — Issue #10. Issues #12–#16 closed. Anti-repetition defaults + think budget. Ecosystem unified — Robin cross-linked all three repos (ATLAS, GraphPalace, asi-build). 🤗 HF Model — NOW LIVE  ·  🔭 Observatory — ✅ LIVE (all 5 tabs)  ·  Google.org Grant deadline May 1 (12 days).

600
Tests
61.7
tok/s OLMo-3-7B BF16
37.7
tok/s SmolLM2
22
Crates