This week’s evidence treats coding agents as production systems. The strongest work measured review burden, token spend, and privilege control after agents leave single-task demos.
Coding-agent adoption now needs narrower gates: replayed review sessions before rollout, run-level spend reservations tied to token telemetry, and command execution that keeps credentials and shell effects away from the…
This week’s research treats large language model (LLM) agents as production software. The strongest work ties task success to context recovery, artifact delivery, cost accounting, permission boundaries, and credential…
Coding-agent work is moving into the same review path as other production software: repository context has to be measured, agent configs need ownership and permission checks, and evaluation needs to cover follow-up…