Michael Ratnikov
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Notes on building software in the AI era - architecture, judgment, and where AI helps versus where it quietly hurts.

June 10, 202612 min read

AI loops, explained: the new way to build, and the part nobody mentions

Stop prompting, write loops, goes the advice. Here is how an AI loop actually works, where it breaks, and the one part it cannot supply.

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June 2, 202610 min read

The green build lied: the bugs AI hides behind passing tests

Every test passed and the green build looked done. More than twenty real bugs were still hiding behind it, and here is the layered review that caught them.

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May 27, 202619 min read

Spec-driven development in 2026: main tools overview

spec-kit, OpenSpec, BMAD, GSD, Kiro, Tessl - what each really is, and how to pick one, or none.

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May 25, 20269 min read

How I do architecture with AI without letting it make the decisions

A greenfield architecture workflow for the age of AI-generated code - built on OpenSpec, with guardrails that keep the AI honest.

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Michael Ratnikov

Fractional CTO helping founders
build products from scratch.

Founder & CEO of Softwisery

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