Keith Norbie retweeted
Since July, our team has had more than 100 calls about AI implementation with CEOs, CFOs, CTOs and PE operating partners.
These 12 questions came up most often:
1. “Where do we start?”
Where your customer would feel it first. Pick one workflow, run it for a month, then decide what comes next. Start with a long list of ideas and you’ll end up shipping none of them.
2. “Can’t we just build this ourselves with Claude?”
For a lot of it, yes. Reports, research, content: get your people using agents every day. You don’t need a firm for that. You need one when the work touches a system of record, patient data or payment data, or when it has to run every day without somebody babysitting it.
3. “How do we measure ROI?”
Name the number before you build: days to close, denial rate, hours per onboarding. If nobody can name it, you’re buying a demo.
4. “How do we know the AI is right?”
You test it. Build a golden set of answers your business agrees are correct, then score every release against it. Anything below the bar goes to a person.
5. “Who owns it, and who keeps it running?”
You do. Your cloud, your repo, your accounts. Before kickoff, name the person on your side who will run it. Make your first AI hire somebody who can operate it and keep it healthy.
6. “Is our data safe?”
It should stay in your environment. Ask where it goes, who at the vendor can see it and what the model provider keeps. Expect a plain answer to all three.
7. “Do we have to fix our data first?”
Only the data your first workflow touches. Then build in order: a simple pipeline that runs every day, a layer that defines what your numbers mean, and then the agent. One prompt can’t do all three.
8. “What happens to our people?”
Start with them. You can’t expect agents to work on top of a team that doesn’t use them.
9. “Which model should we use?”
It matters less than you think, and you’ll change it. Pick a setup that lets you switch. Your workflows, evals and data are what you keep.
10. “What will it cost to run?”
Get it in writing before the build: tokens, hosting and licences, with costs broken down per month and per transaction.
11. “Do we pay for time or for outcomes?”
Either works as long as you can walk away. Work month-to-month, with no lock-in and a checkpoint after the first month.
12. “How do we tell a real AI partner from one that started last year?”
Before you sign, ask to see something they built that’s running in production for another customer today. Then call that customer. After you sign, give them one team for a month. If nothing changed, throw them out.
The question I’d add to the list: what happens if it works?
Who runs it, who improves it, and what does your team do with the time it gives back?
Ask it before you start.
Keith Norbie retweeted
The @Vikings are having Tryouts for QB tomorrow at 9AM
NO ONE owns field goal expectations like our MN Vikings… too bad we have the worst QB in NFL history.
Keith Norbie retweeted
Nvidia’s OpenShell announcement is a reminder that agent safety is an engineering problem.
Recent breakouts weren’t proof that development must stop. They were proof that the sandbox was too weak. The runtime environment was poorly designed and misconfigured.
The right response is open runtime isolation, control of the path to the model, out-of-band hardware enforcement, and a faster pace of safety work with the frontier labs.
As the technical blog puts it: “We believe we need to increase the pace of AI safety research and engineering in collaboration with frontier labs and the broader community.”
That’s how you earn trust. Not by virtue-signaling a pause, and not by acting like no solution exists.
Today, with over 100 industry partners, we introduced the NVIDIA Open Agent Safety Platform, bringing together OpenShell and Sentry.
Artificial intelligence is extraordinary technology that will advance discovery, productivity, security, health, and prosperity for generations to come.
But its full promise can only be realized when people have confidence that AI is being built to be safe and deployed with wisdom and responsibility.
This is bigger than a single product. It's the beginning of an open ecosystem to build the trust layer for safe agent systems.
Together, we are building the foundation of the AI economy.
Trust and innovation are not in conflict. Safety is how trust is earned. We must build not only the most capable AI, but the most trusted AI, so that this extraordinary technology can realize its enormous promise for the world. nvda.ws/4hcoq7m
Keith Norbie retweeted
Today, with over 100 industry partners, we introduced the NVIDIA Open Agent Safety Platform, bringing together OpenShell and Sentry.
Artificial intelligence is extraordinary technology that will advance discovery, productivity, security, health, and prosperity for generations to come.
But its full promise can only be realized when people have confidence that AI is being built to be safe and deployed with wisdom and responsibility.
This is bigger than a single product. It's the beginning of an open ecosystem to build the trust layer for safe agent systems.
Together, we are building the foundation of the AI economy.
Trust and innovation are not in conflict. Safety is how trust is earned. We must build not only the most capable AI, but the most trusted AI, so that this extraordinary technology can realize its enormous promise for the world. nvda.ws/4hcoq7m
Support your caddies @holesforehope
As enterprises invest trillions in AI over the next five years, the importance of secure, scalable, and intelligent infrastructure has never been greater. Learn how organizations are navigating AI with cyber-resilient storage. bit.ly/4qToaLW
Keith Norbie retweeted
Considering a micro-site for a @HolesForeHope_ fundraiser in the Spring of 2026…What brand would you recommend for this one time run? Please retweet so we can get a good sample size. @keithnorbie @TimCostigan @caddietales @KipHenley @JohnDairyQueen
0%Greyson
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0 votes • Final resultsTime to rally up and help here!
The Jensen family lost everything in a devastating fire just before Christmas. They need our help. Every donation, no matter the size, can make a difference. Please consider contributing or sharing their story to support them during this tough time. gofund.me/cfeadb3b0
It’s been 110 concurrent regular season games since the @nfl banned pyrotechnics. What a joke! Bring it back… #skol @vikings cc @PeteBercich
Keith Norbie retweeted
Midwest Dads returning to their families after putting their clubs away for the season



















