The week’s usable signal is narrow and practical. Antigravity is shown as a coding partner for Flutter work, with Google Agent Development Kit (ADK) frontends as the clearest case.
Antigravity work in this pack points to reusable skills for ADK frontends and inspection aids for Flutter game logic.
The strongest work treats coding agents as operational systems. SWE-Doctor uses failing tests as probes, Microsoft telemetry links command-line agents to higher pull-request output, and a Claude Desktop red-team report…
Coding-agent adoption now needs operational controls around three concrete workflows: bug repair, enterprise rollout, and local tool execution.