Data and AI releases

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Tailscale Terraform Provider v0.29.1

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v0.29.1 of the Tailscale Terraform Provider has been released with the following changes: Fixed: The tailscale_tailnet_key resource no longer clears the key attribute when Terraform state is refreshed. tailscale_tailnet_key values that are already cleared should be recreated to generate a new key in state.

Developer tools

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Also shipped May 19, 2026Tailscale in May 2026 →

Gemini 3.1 Flash Lite Now Available

gemini-3.1-flash-lite is now available as a managed Google LLM in the Voice Agent API. This Standard tier model replaces the preview version. Set the model in your agent configuration: { "agent": { "think": { "provider": { "type": "google", "model": "gemini-3.1-flash-lite", "temperature": 0.5 } } } }

Preview
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Deprecations

- gemini-3.1-flash-lite-preview is deprecated and will be removed on May 26, 2025. Migrate to gemini-3.1-flash-lite . For more details on Gemini model deprecations, see Google's Gemini deprecations page . For the full list of supported models and pricing tiers, see the Voice Agent LLM Models documentation .

Deprecation
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Search volume for AI Visibility [Beta]

Description: AI Visibility now includes Search Volume so you can prioritize topics and prompts based on real demand, not just where your brand appears. Use it to identify high-volume content opportunities and focus optimization where it matters most. Where: Access via AI Visibility → Prompts tab, Topic-level visibility, and When: Open beta, available now.

Beta
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Cog 0.20.0

New features cog run command. The cog predict command has been renamed to cog run with full backward compatibility. cog predict still works as an alias. ( #3015 ) Model refs for cog push and weights commands. You can now reference models by name (e.g., r8.im/user/model ) instead of full image URLs when pushing or managing weights.

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Manage domain names

- New: Manage domain verification and domain aliases for your tailnet using the Domains page of the admin console.

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Aperture CLI

Use Aperture CLI ( alpha ) to launch and manage coding agents with Aperture 's built in guardrails, policy enforcement, and observability. Aperture CLI supports Claude Code, Gemini CLI, OpenCode, OpenAI Codex, Copilot CLI, and Claude Cowork, on devices both inside and outside your tailnet.

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Tailscale v1.98.3

Linux Fixed: An issue where netfilter rules could be applied inconsistently after a netfilter mode change failed has been resolved. Connmark and CGNAT rules are applied after the active netfilter mode is successfully updated, matching the behavior of other netfilter paths.

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Tailscale container image v1.98.3

A new release of the Tailscale container image is available. You can download it from Docker Hub or from our GitHub packages repository . This version contains no changes except for library updates.

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Tailscale Kubernetes Operator v1.98.3

A new release of the Tailscale Kubernetes Operator is available. For guidance on installing and updating, refer to our installation instructions . New: The DNSConfig custom resource supports specifying node affinity rules and node selectors for nameserver pods. New: The operator Helm chart supports priority class names for operator pods.

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Tailscale tsrecorder v1.98.3

A new release of the Tailscale tsrecorder is available. You can download it from Docker Hub . Fixed: Recorder pods can request a new auth key when required.

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