<link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@400;500;600;700&display=swap">

rafal@arasz:~$ls blog/

Engineering notes, project updates, and technical deep-dives. [ RSS feed ]

  • agent memory
  • verification

AiRaccoon: An MCP Memory Server Where Measurement Beat the Plan

AiRaccoon is a local-first MCP memory server for AI agents: encrypted SQLite, hybrid FTS5+vec0 search, project and workspace isolation, cloud sync. Measured on 2026-08-04: 60% top-3 match rate on the 35-query baseline, 6/6 section hits on the structure-aware harness.

[ Read more → ]
  • AI
  • Agents
  • MCP
  • Open Source
  • .NET
  • SQLite
  • Developer Tools
  • agent frameworks

The Skills I Gave My Coding Agent

A tour of the skills my agent framework ships — what each one is for, what it actually does to your repo, and the situation that makes you reach for it. Starting with the one I open almost every day.

[ Read more → ]
  • AI
  • Agents
  • ai-badger
  • Claude Code
  • Developer Tooling
  • Skills
  • agent frameworks
  • agent cost

The Bill Said Delegate. So I Made It the Default.

Part 2 measured a month of AI agent costs. This is what I changed because of it: my agent framework now picks the right model for each job, refuses hand-offs that name no model, and has a new team-lead role whose only job is routing work.

[ Read more → ]
  • AI
  • Agents
  • ai-badger
  • Cost
  • Claude Code
  • Delegation

Interested in working together? I'm open to senior/staff roles where AI-native engineering matters.

[ Contact me → ]