Agent evaluation is getting operational: policies become tests, UIs are easier to build, and CI can block unsafe agent changes.
Upgrade QA from scripts to agents and make reviews pattern-aware before AI velocity turns into quality debt.
Treat AI agents like services: constrain them to be deterministic, trace them end-to-end, and govern their context with tight documentation.
Agent-generated automations now have a clean, governed path to production—plan your router, sandbox, and RBAC before the pilots scale.
Agents are becoming the UI; your API quality and governance will determine how well your business automates—and whether you can sell it.
Treat “greyware” in dependencies as real supply-chain risk and lock down installs, network, and provenance in your build pipeline.
Claude Fable 5 will now say no out loud and show fallbacks—plan for explicit refusals and adjust your routing and logs.
Cursor’s Design Mode points to the IDE becoming your team’s hub for design, code, and ops—pilot it on a small feature and measure the loop.
Quality is moving left and right: clean data going in, and real-time checks catching bad generations on the way out.
Treat AI governance like code—build eval, audit, and kill-switch paths now so you’re ready if thresholded rules land.
Teach design before code so LLMs amplify good decisions, not bad ones.