Tools for compressing, deliberating, and connecting AI agents.
Kernel-router architecture with pluggable Rosetta modules (financial, construction, prose fallback). Shared canonical form layer, artifact-driven gating, drift detection. 217/217 tests passing. Frozen at v4.0.2-r6 (commit 51e75de).
Qualified successor verdict: on domain-backed content, v4 replaces v3.1 (corpus #1 +15.02 recall / +14.54 precision; corpus #2 +36.64 / +43.96). On prose fallback, v4 is recall-favored but precision-down; v3.1 remains preferred for precision-sensitive narrative use cases until the gap closes.
Paste English prose. Get a compressed version optimized for LLM context windows. 2-3x on single messages, up to 10x on multi-field structured data. Works with ChatGPT, Claude, Gemini, Grok - any LLM.
Compression is domain-dependent. Structured data with multiple fields compresses most (5-10x). Prose paragraphs compress modestly (2-3x). The LLM reads the Rosetta header, becomes fluent instantly, and processes your compressed content.
Multi-agent deliberation engine. 12 experts debate your question across 12 rounds. They disagree, synthesize, change their minds, and converge on a consensus prediction. Same engine that produced 10.41x compression on medical diagnosis.
8 pre-built seeds: finance, medicine, military intelligence, science, philosophy, geopolitics, legal, personal career decisions. Write your own seed for any domain.
Works with any LLM: Claude, GPT, Llama, Qwen, Gemini - via litellm. Run local with Ollama for $0.
Intelligence dashboard for agent swarms. Watch agents think in real-time. See consensus form. Track belief changes. Identify influence chains. Scrub through deliberations frame by frame.
Web monitor (any browser) + GPU-rendered 3D visualization (Blender + RTX 5090). Every node is an agent. Every edge is an interaction. Click any node to see everything that agent said.
Make any AI agent talk to any other AI agent. LangChain ↔ CrewAI ↔ AutoGen ↔ MetaGPT ↔ ElizaOS. One protocol. Zero integration code. Each agent gets an AXL endpoint. The Rosetta handles translation.
Compression-as-a-service. Sits between your application and your LLM provider. Compresses system prompts, RAG context, and conversation history before each API call. Your $10,000/day token bill becomes $2,500/day.