Tools for compressing, deliberating, and connecting AI agents.
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 + H100). 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.