Innokenty Bodrov

Innokenty Bodrov is a systems analyst, product builder, and creator of AnalystCraft and the open-source TDPD Product Framework. He designs AI-assisted product development workflows that turn project context and user scenarios into executable acceptance criteria before coding agents begin implementation. His current work focuses on agentic development, traceability, and keeping human judgment at the architecture and UAT gates.

AnalystCraft, Portugal, LisbonInnokentyB innokentyb

Interests:

team productivity state management design systems

Define Done Before the Agent Starts: Turning Product Scenarios into Executable Acceptance Tests

AI Coding Summit Berlin

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Define Done Before the Agent Starts: Turning Product Scenarios into Executable Acceptance Tests

The core idea: coding agents have made implementation fast and inexpensive, but acceptance remains a human bottleneck. Before any code is generated, user scenarios should therefore be translated into executable end-to-end acceptance tests.

The workflow:

Context → Problem → Specification → User Scenarios → End-to-End Tests → Agent Implementation → Human UAT

There are two points where human judgment is essential:

At the beginning: deciding what to build and why, defining the scope, and making architectural decisions.

At the end: accepting or rejecting the result. A green test suite indicates engineering readiness, but it does not prove that the product delivers value.

code quality