#ai-workflow — Tag — Muhammet Şafak

Essay June 17, 2026 5 sections

AI Didn't Remove the Bottleneck — It Moved It

Cheap code production doesn't raise throughput if review and integration can't keep up. The bottleneck moves downstream — that's where the work is

Essay June 17, 2026 6 sections

AI made writing tests nearly free, and flaky suites exploded. Why retry and quarantine are a treadmill, and what catches flakiness deterministically

Essay June 13, 2026 4 sections

Vibe coding lowers the cost of a first version, not the cost of being wrong. That bill arrives in production, not at build time.

Essay May 10, 2026 8 sections

The seven rules I follow to use Claude Code and similar agents on production code with confidence — not a skeptical take, a discipline manifesto