LSP for AI Agents: Real Promise, Messy Reality
The Language Server Protocol has been around since 2016, and AI agents could genuinely benefit from it. Here's why most of them don't — and what would need to change.
26 articles
The Language Server Protocol has been around since 2016, and AI agents could genuinely benefit from it. Here's why most of them don't — and what would need to change.
Code graph MCP servers index your codebase as a symbol graph and expose it to LLM agents. Powerful on large projects — but useful for 90% of codebases?
A sub-agent invents a malicious instruction out of thin air. A forensic walkthrough of telling hallucination apart from a real compromise.
In agentic AI, trying to follow everything has become the best way to master nothing. Here's why exhaustive monitoring makes you less competent — and what to do instead.
A single Go binary that replaces the lsof + grep dance and tells you which project owns which port — with built-in kill, pause, and caffeinate.
Muxy just shipped v1.0.0 with a full extension SDK, a store, mobile support, and workspace features that genuinely change how you work day-to-day.
Google Labs releases DESIGN.md, a plain-text format that gives coding agents persistent design context: YAML tokens + Markdown rationale, with a CLI for lint, diff, and export.
The US government suspended access to Fable 5 and Mythos 5 for all non-US nationals. For Europeans, it's a blunt reminder of a reality we preferred to ignore.
Google just shipped OKF, an open spec for representing knowledge as plain Markdown files — the format AI agents needed to share context without vendor lock-in.
Agent Skills is an open format for injecting contextual instructions into AI agents. A look at the standard, its progressive disclosure architecture, and skill-creator for industrializing skill production.