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Vercel Labs released agent-desktop, an Apache-2.0 Rust CLI that gives any AI agent computer use on macOS, Windows and Linux by reading OS accessibility trees and acting on stable refs instead of pixels.
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Google Maps, we need to see other people
No photo app can replace Google Photos for me
More model choice, greater coding freedom.
Ring cameras offer broad capabilities, but third-party AI tools give HOAs, landlords and others even more ways to use them.
Fortanix’s CoCo integration connects workload attestation to decryption-key release for Kubernetes AI workloads. GPU-verification settings affect protection, while upstream Trustee and Azure Secure Key Release offer alternative routes to attestation-based key release. By Mark Silvester
Microsoft has packed its latest Intune update with changes for Windows and Apple devices, including several tools IT admins may want to explore.
Microsoft Research and UC Berkeley released TokenEconomizer, an open-source plugin that learns from past sessions to cut coding agent token costs by 18.4% to 30.9% on SWE-Bench, with no change to the agent.
Anthropic, OpenAI, Cloudflare and Google each released an AI agent that hunts security bugs in source code. All 4 use the same find, disprove, then patch loop. Here is how they differ, plus 12 more tools.
Samaya AI’s Sterling is a post-trained Nemotron 3.5 Lightning model for financial research. It scores 58.9% on FrontierFinance at $0.61 per question, beating Claude Fable 5.1’s 55.9% at $6.89.
Edge0 released Audio8-TTS-Realistic, a 0.6B open-weight zero-shot voice cloning TTS model under Apache 2.0. It supports 23 languages and adds a final GRPO stage driven by a learned realism critic.
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