xms17189

How do you handle network egress filtering when an agent legitimately needs to install dependencies or pull docs versus preventing arbitrary outbound traffic during autonomous execution?

How do you handle state synchronization when transferring an active session across different local environments, especially regarding in-flight tool execution or uncommitted filesystem changes?

How does the inline reference monitor handle tool calls that are dynamically composed by the coding agent, and what evidence do you expose when a call is blocked or rewritten?

How do you decide which context and guardrails to apply when the agent moves from planning to actual code changes?

How are you generating the architecture graph from model configs, and do you plan to surface tensor shapes or layer-level parameter counts as well?

How do you enforce the read-only guarantee across language runtimes and probe types? Is there a policy layer that rejects expressions with side effects before instrumentation, and do you expose an audit trail showing exactly what each agent probe captured?