Unlocking Legacy Systems with Co-Work and MCP: When AI Meets the Document Vault

Your organisation has a document management system. Maybe it’s called Objective. Maybe it’s TRIM. Maybe it’s a home-grown records platform that nobody wants to touch because the person who built it left in 2014. Whatever it’s called, it holds years of institutional knowledge. Briefings, reports, decisions, correspondence, approvals. The kind of material that makes new work possible — if you can find it. You can’t. Not quickly, anyway. And that’s the problem this post is about. ...

April 15, 2026 · 8 min

From APIs to AI Channels: The Next Evolution

Your system already has APIs. Documentation. Schemas. And yet an AI agent still can’t use it properly. That’s not a tooling problem. It’s a channel problem. For decades, every meaningful leap in software came from improving how we communicate with systems. It started simply. You’d walk over to someone’s desk. Ask how things worked. Knowledge lived in people’s heads. Fast if you knew who to ask. Painful if you didn’t. ...

March 30, 2026 · 4 min