Evidence strengthens the recent finding that coding-agent gains depend on engineered context and executable checks. New studies report lower token use, narrower search, and stronger repair or specification results.
Coding-agent workflows should spend their verification budget where evidence is incomplete: expose behavior and state transitions to reviewers, test dependency replacements against counterexamples beyond the existing…
This day’s small corpus treats AI adoption as an engineering control problem. peek-cli adds read-only browser vision for coding agents.
Coding-agent adoption looks most practical where teams add narrow permissions and measurable cost checks to existing engineering work.