# confirmation insights

Rangoon Insights reporting and guides tagged confirmation.

Canonical: https://rangoon.ai/insights/tags/confirmation/

## Topics
- [Agent systems](https://rangoon.ai/insights/topics/agents/): Agent runtimes, handoffs, tools, and the boundaries that make them reviewable.
- [Governance](https://rangoon.ai/insights/topics/governance/): Policy, identity, authorization, approvals, and evidence for consequential work.
- [Infrastructure](https://rangoon.ai/insights/topics/infrastructure/): Model serving, sandboxes, tool services, and deployment boundaries.
- [Models](https://rangoon.ai/insights/topics/models/): Inference choices, local serving, compatibility, and operational tradeoffs.

## Stories
- [Gemini 3.8 Live brings voice actions back to confirmation and scope](https://rangoon.ai/insights/google-gemini-3-8-live-voice-actions/)
  Google introduced Gemini 3.8 Live and Live Extended Thinking for voice workflows. Natural interruptions increase the need for transcript-aware confirmation and scoped tools.


## More information

- [Documentation index](https://rangoon.ai/llms.txt)
- [AI access and policies](https://rangoon.ai/ai/)
- [Source repository](https://github.com/hypler-dev/rangoon)