Coding-agent research is getting harder to game and easier to verify
This period is strongest on coding agents that face real state, real failure modes, and real execution consequences. SWE-STEPS and ABTest make evaluation more concrete.
Topic summary
Competitive Programming
Repository Agent Safety Gates
Coding-agent evaluation is moving into real repository state, real user failure traces, and real extension security checks.