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2 articles tagged ai.

Allai2architecture2testing2agents1ai-agents1automation1ddd1evaluation1llm1monorepo1multi-tenancy1tdd1

May 22, 2026·13 min read

TDD by Construction: How the Vimbus Loop Validates Its Own Code at Scale

A validation layer wrapped around an autonomous code-generation loop: static task validation before any agent runs, split browser verification and re-grounded hexagonal rules while it runs, and a codebase audit that marks nothing done without a traced, tested path.

testingtddautomationaiarchitecture

May 21, 2026·7 min read

Evaluation-Driven Development: Shipping an AI Booking Agent You Can Trust

I was fixing Holocomm's booking agent one conversation at a time, with no metric to tell me whether a change helped or quietly regressed. The fix: evaluate the whole agentic flow with openevals — golden fixtures, multi-turn simulated users, an adversarial safety floor — and promote a change only when the numbers say it's better.

aiagentsevaluationtestingllm