Data and AI releases

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Aperture by Tailscale

UpdateNot yet verified

- New: Use Aperture by Tailscale to secure and monitor LLM sessions and AI agents ( alpha ).

AI agentsLLMsObservability

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Also shipped Feb 17, 2026Tailscale in February 2026 →

URL Preview Feature Requirement Update

We’ve introduced a new URL Tracking plugin for the Amplitude Session Replay Browser SDK! This enhancement ensures we accurately capture client-side navigations in SPAs (Single Page Applications), a critical prerequisite for features like Jump to Key Moments.

Preview
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Guardrails 0.8.2

- Bump sqlparse from 0.5.3 to 0.5.4 in the pip group across 1 directory by @dependabot [bot] in #1407 v0.8.2 Summary Bug fix for config file based integration with guardrails-api before 0.9.0 release. v0.8.1...v0.8.2

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More from TailscaleEvery Tailscale release →

Tailscale Peer Relays GA

- Changed: Use Tailscale Peer Relays to set up self-hosted high-throughput relay servers when direct connections aren't possible ( generally available ).

GA
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Workload identity federation GA

- Changed: Use workload identity federation ( generally available ) to authenticate Tailscale API requests with federated OIDC workload identities from third-party providers.

GA
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Tailscale Kubernetes Operator v1.94.2

A new release of the Tailscale Kubernetes Operator is available. For guidance on installing and updating, refer to our installation instructions . Fixed: Configuring a single invalid Tailscale FQDN for an egress will no longer cause the egress to crash. It will instead log the error and continuing serving traffic.

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Tailscale container image v1.94.1

A new release of the Tailscale container image is available. You can download it from Docker Hub or from our GitHub packages repository . New: OAuth and workload identity federation support has been added for containers.

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