Notes from the studio
What we build, the tools we use and what we learn along the way. Notes on design, development and running sites after launch.
Fenn: a model that returns choices, not prose
Most language models hand you a paragraph and leave the parsing to you. Fenn returns a typed decision with a confidence score. Here is what that changes and where it fits.
Rui ValenteRead the breakdown
4082 is now a certified headless CMS partner
4082 has joined a headless CMS partner program. Here is what that means for the projects we build and the teams who edit them.
Rui ValenteRead the announcement
Agents in the pipeline, people at the gate
Coding assistants, CI checks and a review agent run every change. A person still approves each release. Here is how that works in a team of nine.
Rui Valente, Ines KortmannRead the workflow
How we use language models in content editing at 4082
Models now draft alt text, check links and suggest metadata inside the CMS. Editors still decide what gets published. Here is our setup.
Ines KortmannRead the approach
Schema Week 2026 release notes, explained
Six announcements from Schema Week 2026 and what each one means for a team running a content site today.
Rui ValenteExplore the updates
Schema Week 2026, Brooklyn
Two days in a converted warehouse with 900 developers and editors. Notes from the talks, the hallway and the long walk back to the hotel.
Ines KortmannRead the storyLet’s build yournext producttogether.
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