Meta-agent: self-improving agent harnesses from live traces
Iteratively improves agent harnesses from 67% to 87% on tau-bench using production traces.
🦅 Multi-platform agentic AI harness — runs on Telegram, Discord, Teams & Terminal with a pluggable backend (Claude, Kilo, OpenCode, Codex, OpenAI Agents), full MCP tool access, and persistent background agents (Goals, Heartbeat, Dream).
Persistent background agents with heartbeat loops across Discord and Telegram.
Developers building custom AI agent workflows and integrations
LangChain · AutoGen · CrewAI
Iteratively improves agent harnesses from 67% to 87% on tau-bench using production traces.
BEAM-based agent runtime with git-backed recovery and auditable safety gates.
One Dockerfile to rule Claude Code, OpenCode, and Codex with persistent sessions.
Compaction tree cuts context from 100K tokens to 3K without losing memory.
Multi-agent task board designed by AI agents themselves; slick dashboard but category is nascent.
27-node harness architecture with 9-layer verification beats simple prompt workflows.