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Featured projects, products, and field notes.

A collection of the things we build, the client work we can share, and the articles we write about AI agents in practice.

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DataBox

Turn company knowledge into working agent context.

DataBox helps teams structure, connect, and control the information their AI agents need to do reliable work.

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DataBox product overview

Articles

Latest writing

· Matthias Lübken · 4 min readUnlearn to LearnIn AI software engineering, there are more new things to learn than things to settle on. · Ivan Pedrazas · 7 min readWhat Do We Talk About When We Talk About Context in AI? · Matthias Lübken · 5 min readSingapore’s Mix of Ambition and Pragmatism in AIReflections from AI Engineer Singapore on agentic AI, coding-agent harnesses, governance, and why ambition works best when paired with pragmatism. · Matthias Lübken · 2 min readDon't Make Your Agent Guess — Impressions from AI Engineering LondonLast week I had the privilege to talk at the AI Engineer conference in London. It's amazing to see a new community emerge and be part of it. · Matthias Lübken · 4 min readMicrosoft Copilot Cowork: Coding Agents Meet the Enterprise · Matthias Lübken · 5 min readThe Spec-Driven Development Triangle · Matthias Lübken · 5 min readHow Much Can You Build in a Couple of Hours? · Matthias Lübken · 5 min readAI-Native Companies: German Tech Firms Are Reinventing Themselves · Matthias Lübken · 5 min readCoding Agents Beyond Coding: How to Customize Claude Cowork and Experience Next-Gen Business Agents · Matthias Lübken · 3 min readThe App-Store Moment of AISam Altman revealed OpenAI's AppSDK, allowing developers to embed full-fledged Apps directly into ChatGPT. If you think about the transformation the iPhone App Store brought, combined with ChatGPT's adoption pace, the implications are massive. · Matthias Lübken · 5 min readHow Specs Change Everything for Software Development
Work | Tavon - Projects, Products, and AI Agent Insights