Atomic thoughts, architectural observations, daily learnings, and implementation snippets from developing autonomous agents and AI tooling.
When using Claude Code and autonomous agents across multiple workspaces, managing tool registration and context boundaries requires an active concierge. Designed watchduck to handle protocol dispatch, session monitoring, and real-time execution feedback seamlessly.
Agent loops often suffer from silent context accumulation: redundant tool definitions, repeated file dumps, and runaway self-corrections. Built lazyduck to observe token growth trajectories in real time, alerting and throttling before costs compound exponentially.
Research-first development harness optimizing agent performance across Claude Code, Codex, Opencode, and Cursor. Focuses on instinct learning, durable memory stores, and sandboxed security harnesses for production coding tasks.
Unified intelligence dashboard tracking geopolitical shifts, infrastructure alerts, and breaking technology events. Combines continuous web ingestion pipelines with LLM narrative clustering to isolate signal from ambient noise.