ReAct + LTP hybrid engine, constitution, auto-healing, budget enforcement.

Facts, episodes, and semantic search that survive across sessions.

Turns complex goals into executable task trees with LTP protocol.

Docker sandbox with network deny-all, resource limits, auto-cleanup.

Read, edit, multi-edit, apply patches, search (ripgrep), and organize files within sandboxed workspaces.

Cron jobs, delayed tasks, recurring workflows, and time-based triggers.

Ingest documents, chunk, embed, and search with semantic similarity.

SearXNG, DuckDuckGo, Playwright browser fetch, clean markdown extraction.

Judge strategies, golden datasets, and benchmark suites for MCP agents. Python library, CLI, and MCP server.

Deterministic plan execution with explicit data flow and conditional logic.

Production-ready orchestration dashboard. Chat, agents, knowledge graphs, workspace, scheduler, observability — all in one.