A self-evolving AI with a persistent brain — it stores your world model, memories, and causal patterns in a unified knowledge store. It dispatches a multi-agent swarm on your machine, powered by Claude, GPT, Gemini, or Groq.

KernelBot

kernelbot.io | npm | GitHub

A self-evolving AI agent system that runs on your machine. KernelBot doesn't just respond to messages — it thinks, learns, remembers why things happened, builds a model of your world, and rewrites its own behavior based on every interaction.

What Makes KernelBot Different

Most AI assistants are stateless — they forget everything between conversations. KernelBot has a brain.

• World Model — builds a knowledge graph of your projects, tools, preferences, and team. Entities, relationships, beliefs, and jargon — all structured and queryable.
• Causal Memory — doesn't just remember what happened, but why. Tracks trigger → goal → approach → outcome → lesson chains for every significant task.
• Behavioral DNA — 13 measurable personality traits that evolve based on real interactions. Per-user communication profiles adapt to how each person works.
• Feedback Engine — detects implicit signals (corrections, preferences, frustration, satisfaction) from your messages without requiring explicit feedback buttons.
• Memory Consolidation — every 6 hours, synthesizes recent memories, extracts new knowledge for the world model, merges redundant information, and identifies gaps.
• Synthesis Loop — replaces random background activity with intelligent, goal-directed cycles: assess → prioritize → execute → measure → adapt.
• Identity Awareness — classifies every sender (owner, known user, unknown, AI agent), enforces knowledge isolation, and adapts communication style per person.

How It Works

You → Orchestrator (your chosen model)
              ↓ dispatch_task
  ┌───────────┼───────────────┐
  ↓           ↓               ↓
Coding    Browser    System    DevOps    Research
Worker     Worker     Worker    Worker     Worker

1. You send a message.
2. The orchestrator plans what needs t