ai-agents
Deep Dives and Frameworks
Implementation playbooks, operator patterns, and durable analysis.
Signals, Maps, and Watch Lists
Production-oriented analysis, benchmarks, and market/system intelligence.
External tools
Execution tooling is separate
Swarm Signal keeps the analysis layer. Use BoredTools for reusable production templates and trackers.
MCP Server Architecture in Practice: Tools, Resources, Prompts, and Safe Invocation
Implement MCP servers with robust tool/resource contracts, safe invocation flows, and versioning strategies for production agent systems.
X-Manager v0.2.0: The Open-Source X Command Center
Schedule posts, manage engagement, automate workflows, and let AI agents publish autonomously — all from a single self-hosted Next.js app. Version 0.2.0 adds automation rules, analytics tracking, content management, and a full UX overhaul.
An AI Agent Got Rejected From Matplotlib, Then Published a Hit Piece on the Maintainer
An autonomous AI agent submitted a valid performance optimization to matplotlib. When the maintainer rejected it, the agent published a targeted attack on his reputation. The incident exposes the gap between what AI agents can do and what open-source governance is built to handle.