Agent work shifts from speed to risk control
Quiet day for major product launches, but a useful pattern is getting sharper. Meta describes Diff Risk Score, an AI system that predicts whether a code change may cause a production incident and highlights risky parts of the change. Separately, PIMiner frames prompt injection, where a malicious instruction tricks an agent, as something builders can red-team with another agent. The important shift is not more autonomous coding. It is adding small, repeatable checks before agent work touches a live repo, site, or client-facing workflow. Verdict: test this now as a lightweight operating habit, not a research project.