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THE MUSTHAVE NEWSROOM

AI news

What’s new. What matters. What do you think?

Wednesday, September 2, 2026

Sep 2

Gemini agentic video can cut tokens. Make the trace prove what it watched

Gemini agentic video processing selects the moments it needs instead of encoding every frame. The savings are company-reported, and the processing trace is the audit point.

Google Pics is default-on in Workspace. Admins need a rollout test

Google Pics brings prompt-based image creation and editing into Workspace. It is default-on for eligible users, desktop-only, and still needs a brand and export test.

Gemini 2.5 Deprecation Adds a December Deadline to API Migration

Google will route Gemini 2.5 Pro and Flash requests to different replacement models from December 1. Review request compatibility and destination-model billing.

Tuesday, September 1, 2026

Sep 1

Ollama pricing now uses tokens. Calculate your real plan value first

Ollama replaced GPU-time limits with token billing and monthly pools. Calculate utilization, successful-task cost, and reset waste before switching.

TimesFM-3 forecasts related signals in one pass. Its weights cannot run in production

Google TimesFM-3 adds multivariate, single-pass forecasting with uncertainty bands. Its default weights carry a non-commercial license.

OpenClaw 2.0 is a migration: audit these six boundaries first

OpenClaw 2.0 changes models, plugins, credentials, approvals, workers, and configuration. Use this six-boundary migration gate before production.

Three AI-native workflows cut handoffs. Only one reports time saved

Basis, Clay, and Exa use agents for onboarding, account triage, and tested pull requests. Only two cases report time savings, and one exposes a clear review gate.

Anthropic EFS keeps Claude monitoring logs in your cloud. The audit questions remain

Anthropic Enterprise Frontier Safeguards stores monitoring activity in the customer's cloud. Ownership improves, but public audit evidence is still thin.

ChatGPT can read Epic records now. The 99.1% safety number needs context

ChatGPT for Healthcare can bring authorized Epic records and nine official data sources into one workspace. Its 99.1% safety result is useful but narrow.

Claude Fable 5.1 made protein binders and mapped Venus. What the evidence proves

Claude Fable 5.1 produced lab-tested protein designs, a public Venus map, and faster GPU kernels. The evidence behind each claim is not equally open.

Flower Endeavor 1.0 posts frontier scores. Five deployment facts are still missing

Flower Endeavor 1.0 reports strong coding and reasoning scores plus private deployment. Pricing, size, context, hardware, and license remain undisclosed.

Visko Orbis streams 4K video at 24 fps. Its own table reveals the tradeoff

Visko says Orbis generates interactive 4K video at 24 fps for hours. Its company-run benchmark shows where it leads and where another model still wins.