Coding agents are being judged by their evidence trails and harnesses
This period treats coding agents as products that need auditable task sources, executable security evidence, and harness-aware scoring.
This period treats coding agents as products that need auditable task sources, executable security evidence, and harness-aware scoring.
Coding-agent work is moving toward checks that preserve task provenance, separate visible correctness from hidden security behavior, and turn agent reasoning into executable evidence.
This day’s research is strongest on software agents that can be checked by explicit controls. The best-grounded work ties models to compilers, ticket states, verifier gates, or benchmarked design artifacts.
Control surfaces are getting concrete in software-agent work, especially where tickets, compilers, and review gates give the system a hard boundary.