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Google's MKA benchmark tests AI agents on 200 private professional tasks; a separate set of 10 public tasks is available for inspection

Nov 10, 2026

Google's MKA benchmark tests AI agents on 200 private professional tasks; a separate set of 10 public tasks is available for inspection

Google DeepMind's new Multimodal Knowledge Agent benchmark evaluates AI agents on 200 private tasks requiring visual analysis of complex professional files like architectural blueprints and engineering schematics. While the benchmark's headline scores are based on these private evaluations, only 10 sample tasks are publicly available for inspection. The benchmark uses weighted criteria where harder 'Climb' criteria measure advanced performance, and costs reported by Artificial Analysis exclude judge calls, limiting direct workplace cost comparisons.

AI benchmarksAI agentsGoogle DeepMind
Adobe and Google roadmap: PDF editing in Workspace, Gemini connectors, and Photoshop AI experiments

Nov 10, 2026

Adobe and Google roadmap: PDF editing in Workspace, Gemini connectors, and Photoshop AI experiments

Adobe and Google announced an expanded partnership at Adobe MAX 2026, outlining three tiers of integration: Google models that Adobe says customers can already use, announced future pathways for Acrobat in Google Workspace and Gemini, and exploratory work with DeepMind on a Photoshop image model that could enable near-real-time edits. The roadmap separates what Adobe describes as available from what is planned or unconfirmed, but leaves rollout dates and included-plan details unspecified.

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Gemini 4 Carbon opens paid API and Ultra access, introductory pricing ends November 30

Nov 10, 2026

Gemini 4 Carbon opens paid API and Ultra access, introductory pricing ends November 30

Google has expanded Gemini 4 Carbon access beyond its initial cybersecurity defender program to paid API tiers and Google AI Ultra subscriptions. Developers can now use the frontier model through Google AI Studio and Gemini for business at an introductory rate of $2 per million input tokens and $10 per million output tokens—identical to Gemini 4 Argon pricing—until November 30, 2026, after which Carbon's price doubles to $4/$20 per million tokens. The model is positioned for complex multi-step coding, scientific reasoning, and cybersecurity workflows where deeper exploration justifies higher token consumption, while Argon remains recommended for most software engineering and knowledge work.

GoogleGemini 4 CarbonAI access