Google Cloud and Accenture said this week they will train up to 1,000 engineers to work inside customer companies on AI projects. The job is not building models. It is rewiring workflows and getting teams to change how they work.

The Signal  — This is the quiet admission that enterprise AI does not install like software. If you are budgeting an AI rollout, the model license is the cheap part. The expensive part is the months of process work and the people who do it, on your payroll or a consultant's invoice. What to watch: Watch whether firms start naming this labor cost up front in AI pitches, or keep it buried in a services line nobody reads.

Muse runs shopping, booking, health and finance tasks in an isolated Linux machine, with a free tier plus $20 and $100 monthly plans. It is US only and 18 and up for now.

The agent, named Ari, connects to a company's financial systems, keeps a live model of the business and flags changes to the founder around the clock. It is aimed at startups and solo owners with no finance hire.

Among companies that have adopted AI, the median share of workers actually using it was 17% at service firms and 7% at manufacturers. Layoffs tied directly to AI stayed rare in the survey.

The maker of the Devin coding agent said its revenue run rate climbed to roughly $900 million and that it is moving into robotics. The round lands as coding agents become a real budget line at software firms.

OpenAI said an unreleased model plus about 10,000 agents cracked the Navier-Stokes problem in 88 hours. A NYU mathematician and an Anthropic researcher say they got there first, and the priority dispute is now public.

MIT Technology Review argues the grid strain from AI is not just a supply issue but a design one, and lays out how data centers and utilities would have to rebuild to cope.

A finance-desk argument that accountants and controllers are well placed to become the people who vouch for AI outputs inside a company, with a look at what that role means day to day.

A survey report on where finance teams are actually putting AI to work, what is stalling, and a roadmap CFOs are using to sort pilots from production. Useful counterweight to the vendor stat above.

mnemiq

mnemiq turns plain-English questions into SQL and checks each query against user permissions before it runs. A finance lead can pull numbers from the warehouse without waiting on an analyst. It runs on open 14-billion-parameter models, so a firm can host it in-house and keep the data local.

The wait is over. Whispers of Nystad is out now. A historical thriller where a coded letter can end a war. Follow Elsa across a frozen Baltic frontier as empires collide and every message carries a price. Available in paperback and ebook.

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— Jim

Jim Smart  ·  Founder, Nexairi

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