BeeBot is a multi-agent runtime that re-implements ~80% of the Anthropic Agent SDK with deeper engineering — importance-weighted compaction, multi-provider failover, and a [[Dream System v2]] memory consolidation loop.

Core loop

The agent loop lives in agentic-loop.ts (1,946 LOC) and runs a configurable multi-turn cycle:

• Tool result caching deduplicates identical calls
• Soft / hard time budgets at 70% and 90% for graceful degradation
• Crash-recovery checkpoints via loop-checkpoint.ts

Memory layers

Connected notes: [[Vector Search]] · [[Episodic Memory]] · [[Context Compaction]]

const result = await agentLoop.run({
  maxSteps: MAX_AGENT_STEPS,
  budget: { soft: 0.7, hard: 0.9 },
});

Open questions

• Wire up resumable SSE replay
• Add MCP server for Linear + GitHub + Notion
• Formal Evaluator agent for artifact handoff