Ekaterina Shalel Essays
Archive · Kept for reference

Archive

Earlier guides, still online, no longer part of what I offer.

By Ekaterina Shalel

These were written while I was working on two adjacent problems: building products with AI without a large team, and designing recommendation systems that can show their grounds. Both fed into the legibility work, and neither is something I sell.

They stay published because they are cited, because the methods still hold, and because removing work you did is a strange way to argue for a legible public record. If you are here for what I do now, that is the Legibility Sprint and ongoing legibility work.

The Multi-Model Workflow

Which model to use for which task, how to hand context between them, and how to keep one chat from turning a strong model into a mediocre generalist.

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The Tech Team Moment

How to brief work and accept it without reading code: specify behaviour rather than implementation, and keep acceptance on the behaviour.

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Readable AI Decisions

How a recommendation system can make its grounds checkable rather than asking to be trusted. Where the Indifference Test comes from.

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Also here

The Canonical Buffer Audit and Visibility Without Budget are not archived. They are part of the current method and live alongside the Sprint.