MCP and skills: measure and reduce tokens without losing context
A reproducible MCP lab measures local token counts, tests filters and projections, and checks that shorter results preserve the evidence needed.
Blog / Matteo Vincenti
Notes from work.
I write about AI in everyday work, software development and how teams work together. I start with business problems and explore the technical decisions.
3 articles in Context engineering
Topic: Context engineering Clear topic
Meta repositories and AI agents: a project map or pinned revisions?
Decide when a project map is enough and when to pin revisions. A complete submodule setup with manifests, agent instructions and a runnable Git example.
Context engineering: sources, memory and handoffs for resuming work
Organise context, sources and handoffs for AI agents. A real Notion knowledge path, from METR findings to reuse and ongoing maintenance.
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