NoteWhat we mean when we say knowledge captureMost firms think knowledge capture means recording meetings. It doesn't. Here is what it actually looks like.Max Beleziakou · 25 March 2026 · 1 min
NoteWhat a million-token context window actually meansLarge context windows sound like a silver bullet. They are not. How you structure what goes in matters more than how much fits.Dmitriy Petrakov · 8 August 2025 · 3 min
NoteContext, not prompts, is what makes AI systems workA year ago, everything seemed to hinge on clever prompts. It does not. Stable AI systems need engineered context: data, memory, tools, rules.Dmitriy Petrakov · 5 August 2025 · 2 min
CommentaryFrom AI assistants to AI executorsThe shift from AI that helps you type faster to AI that completes entire tasks changes what it means to be good at your job.Dmitriy Petrakov · 19 June 2025 · 7 min