SPEC-DRIVEN · 1 POSTS

Spec-Driven.

Writing tagged Spec-Driven: 1 posts on AI systems, engineering tradeoffs, and building products that have to work in production.

01Ask only the questions whose answers change the code's output, says CONTRA
CONTRA keeps a clarifying question only if code written under two different answers behaves differently, reaching 41.2% F1 vs 27.3% for the best baseline. Downstream pass@1 gains are about a point.
03 Oct 2026·5 min·AI Research Agents Spec-Driven