OSS-first AI infrastructure.

We ship Claude Code agents, MCP servers, and Laravel packages, then write up what we learned. The shop also takes on consulting and training work, but the open source is the front door.

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Where to start

Open source

Six projects shipped in the open. claude-desktop-debian does around 3,500 downloads/day. The multi-agent pipeline that ships features to this site is one of them.

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Latest writing

Can You Quantify a Writing Voice?

I fed nine years of my writing into a 25-dimension analysis pipeline. It handed back a spec sheet for my voice. With tolerances.

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Work with us

Engineering for teams that want to ship rather than prototype. Agentic systems, MCP servers, fixing what's broken.

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More from the blog

Building a Knowledge Base That Speaks to Both Humans and AI

Most knowledge bases serve one audience. Ours serves two through the same data: a web UI for humans and an MCP server for Claude Code. Same wikilinks, same search, same schema. Two interfaces, one system.

  • AI
  • Agentic
  • Engineering
  • MCP

Redesigning an AI Document Pipeline: GPT-4o Vision to Gemini

A working AI pipeline was silently failing on 16% of documents, fabricating identifiers for 13% of records, and spending full extraction costs every run even when nothing had changed. Here's what the redesign looked like.

  • AI
  • Agentic
  • Engineering
  • LLM
  • Open Source
  • GCP
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If you know what you need, let's get into it. If you don't, we can help figure that out too.

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