Agent tools need memory, proof signals, and secretless sandboxes
The day’s strongest signal is practical containment for AI work: agents need durable memory, proof feedback, credential boundaries, and interfaces that expose state.
Topic summary
Sandbox Security
Controlled Coding Agent Workspaces
Agent adoption is running into controls that current developer tooling often treats as afterthoughts: where credentials live, how project facts persist, and how reviewers get evidence that generated code respects local…