Engineered for Scale

A coordinator agent decomposes complex research tasks into parallel sub-tasks. Specialized researcher agents run concurrently, each exploring a different data source. A writer agent synthesizes findings into a unified, structured report.

Two-phase compaction keeps context windows clean: micro-deduplication removes redundant tool outputs, then LLM-powered summarization compresses long histories. An anti-thrashing cooldown prevents rapid token oscillation between turns.

Built-in SSRF guards block internal network access. Prompt injection detection neutralizes adversarial inputs. Destructive command blocking prevents accidental data loss. Doom loop detection halts runaway agents.

SQLite with WAL mode provides crash-safe persistence. All contacts, messages, and research artifacts survive restarts. TOCTOU-safe contact deduplication ensures no duplicates even under concurrent writes.

MCP (Model Context Protocol) lets you plug in external tools and data sources. Lifecycle hooks let you intercept agent actions. Custom search backends swap in your proprietary knowledge bases.

Prometheus-compatible metrics expose latency, token usage, and success rates. Structured JSON logging captures every agent action. SSE event streaming gives real-time visibility into running tasks.