Applied AI Engineering services; specializing in natural language understanding and computer vision applications. (Views are my own.) #GenAI #MLOps #VerticalAI
Alberta Canada
Joined September 2017
- Tweets3.2K
- Following1.9K
- Followers339
- Likes2.2K
Pinned Tweet
Jarvis works for Tony Stark. The Enterprise computer works for the whole ship. That difference matters more than most AI conversations admit.
Most of us have a personal AI assistant by now. It's useful. But it works for one person at a time, and what it did yesterday is hard to check, test or repeat.
In the first @rotationalio tech talk of our fall series, our CEO Dr. Benjamin Bengfort made the case for the Starship Enterprise model: one shared system that serves the whole crew. It works the same way every time, and it keeps a record of how it reached each answer.
That's the thinking behind Endeavor. In 30 minutes, Ben walks through a real supply chain risk example:
→ Breaking a messy job into small tasks, each of which can be tested on its own
→ Screening what goes into the model and what comes out, including personal data
→ Running a free model and a stronger model on the same test cases, side by side
→ Versioning what goes live, so a model update doesn't quietly break the process
Watch Session 1, "Customize, Control & Manage Change for AI Agents":
youtu.be/yf9mZ1rpN8I
Next up is Session 2, "Put Multimodal AI to Work on Business Docs," on Fri Sept 25, 12:30–1:00 pm ET.
A lot of valuable work still runs on PDFs, forms, images and screenshots. Rotational software and ML engineer Patrick Deziel will show how Endeavor takes document processing past one-off extraction and into workflows you can measure, trace and rely on.
Registration for Session 2 and the rest of the series is here:
rotational.ai/endeavor-for-b…
If you're wondering what this could look like for your own team, I'd be glad to talk it through. Send me a message or comment below. You can also see how we run a proof of value: rotational.ai/proof-of-value
#EnterpriseAI #AgenticAI #AIGovernance #TaskAutomation #RotationalLabs #AIOperations #EndeavorForBetter
youtu.be/yf9mZ1rpN8I
Most AI pilots don't fail on the model. They fail at sign-off.
Before you build, have the person who owns the work approve what a correct output looks like. Have the people who do the job score real outputs. Ship only when it passes, and version it so you can roll back.
Grok Bot, "...Directory had hidden text on their pages addressed to AI assistants, and I ignored it." 🤔
The next service line for MSPs probably isn't another security stack. It's AI workflows built on your clients' real processes. Start with one client and one workflow. rotational.ai/proof-of-value
MSPs: your clients are already asking about AI. Most of you don't have an AI engineering bench, and you don't need one. Partner up, deliver a working AI workflow to a client in 1–2 weeks, and keep the relationship. rotational.ai/proof-of-value
Smaller companies have an AI advantage: you can decide in a week, not a quarter. Choose one workflow, prove it works, then scale. rotational.ai/proof-of-value
No in-house IT team? Your MSP keeps the lights on, but who builds your first AI workflow? Pick one task your team repeats every week, and Rotational Labs will build a working agent with you in 1–2 weeks, free. rotational.ai/proof-of-value
Ryan Low retweeted
How a Dutch Farm Is Building the Future of Sustainable Agriculture
by @wef
#AgriTech #TechForGood #Innovation #Tech #Technology
Pilots are easy. Production needs evaluation, permissions, audit trails, and a named human owner. That's the gap Endeavor by @rotationalio closes. Start with one workflow, free proof of value: rotational.ai/proof-of-value
The most boring task in your back office is probably your best AI use case. Invoice retyping, statement matching, form entry. Bring one workflow and get a working agent you validate yourself in 1–2 weeks. rotational.ai/proof-of-value
Most AI projects fail on requirements, not technology. Pick one real workflow, define what "correct" means, and prove it works before you scale. Rotational Labs will build that proof with you: no cost, 1–2 weeks. rotational.ai/proof-of-value
Very excited to share that I now have a column in New Scientist youtube.com/shorts/TPn6GgXhS… via @YouTube
Ryan Low retweeted
$13 TRILLION BLACKROCK RELEASED A VIDEO EXPLAINING #BITCOIN
THIS IS A MUST WATCH 🔥
Ryan Low retweeted
Capital gains tax is theft, committed twice against the same dollar.
You earn income. The government takes its cut immediately, in the US its between 22% and 37% depending on your bracket. What remains is yours, after-tax money, already processed through Washington's collection machine. You choose not to spend it. You save it, invest it, buy assets with it. The discipline required to delay consumption is precisely the behavior that funds capital formation across the economy.
Then the asset grows. You sell it. The government appears again, demanding 20% (plus the 3.8% Net Investment Income Tax for higher earners) on the nominal gain, which often includes pure inflation adjustments that represent no real increase in purchasing power whatsoever.
The IRS treats your patience as a second taxable event. The original dollar was already taxed. The "gain" frequently reflects nothing more than the dollar losing value while you held the asset. Murray Rothbard identified this pattern: the state punishes capital accumulation.
Consider a simple case. You invest $50,000 of after-tax earnings in 2016 into an S&P 500 index fund. By 2026, it's worth $115,000. Inflation consumed a meaningful slice of that $65,000 gain. You pay capital gains tax on the full nominal figure regardless.
Capital gains taxation suppresses investment, shrinks the capital pool available for productive enterprise, and forces entrepreneurs to seek financing from a shallower pond. Fewer productive investments get made. Workers carry that cost through lower wages and fewer opportunities. The state expands, while you suffer.
Ryan Low retweeted
Around the world the protests are said to be triggered by “higher prices and less access to services”, and while those symptoms are real, the cause is hidden from the uneducated masses.
A look at this chart reveals the root cause: The State
Anything the state touches gets more expensive. They add demand without adding supply, and worse, their regulations and incentives cause supply destruction.
Anything the state stays away from, and markets can move more freely, prices go down, access becomes cheaper, food become more abundant.
The chart makes it simple to grasp:
Capitalism is the force that drove down the price of almost everything it touched. The state is the force that blew up the price of almost everything it captured.
And young people blame the first for the crimes of the second. Why?
Because the education comes from The State.
Public school, govt supported universities, gov funded media, training the masses to look at everything through an
“Oppressor v Oppressed” lens.
Because it’s never your fault, always the fault of someone, something, we need to be able to blame something.
And the State is never going to educate you to look at them as the problem, in fact… most inside The State aren’t even aware themselves.
But it all boils down to the most simplest of ideas, economics 101
Supply V Demand
So we need more supply than demand, and the chart shows us, we need less state intervention to get there.
Less gov funded demand
Less gov boots on supply
Ryan Low retweeted
JUST IN: 🇦🇹 VIENNA, AUSTRIA JUST REVEALED A STATUE IN HONOR OF #BITCOIN CREATOR SATOSHI NAKAMOTO
THE GREATEST INVENTOR OF ALL TIME
LEGENDARY 🔥
Ryan Low retweeted
World’s Largest Electric Ferry Arrives in Uruguay with 40 MWh Battery
by @IntEngineering
#CleanEnergy #RenewableEnergy #EmergingTech #Technology #Innovation #Tech
The Viral Post That Sparked a Bitcoin Debate youtube.com/shorts/lA9Zo2-PV… via @YouTube
