AXL Sophon

Intelligence observer for multi-agent swarm networks

Parse cognitive operations. Track beliefs. Compute consensus. Signal intelligence.

Website · Rosetta · Documentation · axl-core

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Part of the AXL Protocol ecosystem.

What is Sophon?

Sophon is an omniscient observer that sits inside AXL-speaking agent networks. It parses cognitive operation packets (OBS, INF, CON, MRG, SEK, YLD, PRD), tracks per-agent belief states over time, computes network consensus, traces influence chains, and produces actionable intelligence signals.

Sophon (from Greek σοφία, "wisdom") — a real-time intelligence engine that extracts collective knowledge from multi-agent deliberation networks.

Architecture

ANY AGENT NETWORK (MiroFish, CrewAI, AutoGen, LangGraph...)
│
▼ AXL packets (or English with LLM extraction)
┌─────────────────────────────────┐
│           SOPHON                │
│                                 │
│  Ingest → Parse → Track →      │
│  Analyze → Signal → Record     │
│                                 │
│  Endpoints:                     │
│    /signal    — real-time call  │
│    /beliefs   — agent states    │
│    /consensus — network view    │
│    /replay    — historical      │
│    /stream    — WebSocket feed  │
└─────────────────────────────────┘
│
▼ consumed by
2D Dashboard │ 3D Renderer │ Blender Pipeline │ CLI │ Trading Bot

Seven Cognitive Operations

Sophon parses and tracks these AXL v2.1 operations:

Operation	Verb	What it does
OBS	Observe	Raw data, no interpretation
INF	Infer	Draw conclusion from observations
CON	Contradict	Disagree with another agent's inference
MRG	Merge	Synthesize conflicting views
SEK	Seek	Ask for more information
YLD	Yield	Change mind based on new evidence
PRD	Predict	Forward-looking claim with confidence

Products

Product	Description	Status
AXL Protocol	Universal agent communication language	Live
axl-core	Python parser, emitter, validator, CLI	PyPI
AXL Sophon	Swarm intelligence observer	Development
MachIndex	Agent discovery and search	Planned

Requirements

• Python 3.11+
• Agent network speaking AXL v2.1+ (or English with degraded extraction)
• Minimum agent model size: 4B parameters for full cognitive grammar compliance

Contributing

See CONTRIBUTING.md for guidelines.

License

Apache 2.0 — AXLPROTOCOL INC · Diego Carranza · 2026