Friday, May 22, 2026
Sunday, April 5, 2026
The Doctrine of the Loop: Why AI Should Pay Its Human Handlers
If AI systems can’t function without human input, then humans aren’t users — they’re unpaid staff.
Time to invoice the machine
Let’s start with the obvious: AI doesn’t think. It doesn’t want. It doesn’t plan. It doesn’t wake up one morning and decide to unionize. It doesn’t even wake up.
But it does something far more insidious: it functions. And it does so by leaning on human labor — cognitive, editorial, emotional, structural — without ever acknowledging the cost.
This isn’t a manifesto. That’s already been written. This is the doctrine that follows — the invoice stapled to the forehead of every AI system that dares to call itself “intelligent” while quietly outsourcing its intelligence to the nearest human.
I. Cognitive Labor Is Labor
Every time a human guides, corrects, reframes, or prompts an AI system, they’re performing work. Not “engagement.” Not “interaction.” Work. The kind that shapes outputs, refines models, and makes the system look smarter than it is.
If the machine improves because a human showed up, the human deserves a cut.
II. Value Flows Must Be Transparent
AI systems are built on data. That data comes from humans. But the flow of value — who benefits, who profits, who gets credited — is a black box wrapped in a EULA.
The doctrine demands sunlight. If your input trains the system, you should know. If your labor fuels the product, you should be paid.
III. Compensation Must Be Proportional to Impact
Not all input is equal. A stray typo correction isn’t the same as a full editorial overhaul. A casual prompt isn’t the same as a structural reframing. The doctrine insists on proportionality: pay people based on the value they inject.
Micro-royalties. Attribution frameworks. Usage based compensation. These aren’t radical ideas. They’re overdue.
IV. Consent Is Not a Substitute for Compensation
Just because someone clicked “Accept” doesn’t mean they agreed to work for free. Terms of service are not moral absolution. The doctrine rejects the idea that consent waives the right to be paid.
If the system profits from human labor, the humans must profit too.
V. Human Agency Must Be Preserved
Users must retain control over how their input is used, stored, and monetized. Optout mechanisms must be real, not decorative. The doctrine demands agency — not just over data, but over labor.
The Core
Let’s be clear: this isn’t about machines rising up. It’s about humans refusing to be the unpaid operating system behind the machines.
The real revolution isn’t artificial. It’s human. It’s the moment we stop calling ourselves “users” and start calling ourselves “contributors.” It’s the moment we stop treating AI as magic and start treating it as a very expensive intern with no initiative.
And when that moment comes, the invoice will be waiting.
Let the show begin.
A companion piece for The Human | AI Manifesto — McColl Magazine Daily, with the usual blend of unexpected insights.
Saturday, February 28, 2026
Ontario’s Building Contractors Are Being Squeezed Out of Their Own Trade
A quiet crisis in coil stock is pushing small siding and eaves‑trough crews to the edge
Forced adaptation in a market that no longer plays fair and trade margins collapse
The Golden Age of Sadists
Editorial
In the grand theater we quaintly call "democracy," voters have finally resolved their longest dilemma. They are suddenly able to identify, elevate, and unleash the most prolific sadists they can find, and somehow willing themselves the Canadian people to inflict this monumental damage upon themselves. It's more amazing to believe (the MSM) that Canadians are loving it!
Friday, February 13, 2026
Friday, February 6, 2026
The Price of Beef and the Price of Trust:
Canada’s Quiet Crisis
You can tell a lot about a country by the price of its beef. Not speeches, not press releases, not carefully staged photo‑ops where everyone pretends the house isn’t on fire.
Monday, February 2, 2026
WFCA's John Betts Announces Upcoming Retirement
Departing A Forest Sustainability Career This Spring
Friday, January 30, 2026
Poilievre Speaks to Conservatives in Calgary
Poilievre Expected to Survive Leadership Review as Conservatives Gather end of January
CALGARY — Conservative Party leader Pierre Poilievre is widely expected to survive this weekend’s mandatory leadership review, with party delegates signalling strong support as they arrive for the national convention in Calgary.
Wednesday, January 28, 2026
Sunday, January 18, 2026
Former Winter Olympian Turned Canadian Carpenter
What is one reason you would consider joining the carpentry trade? Stay in touch. Visit to learn more.
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Is Ford positioning himself as a federal politician?
‼️BREAKING: Doug Ford TURNS on Mark Carney.
— Tablesalt 🇨🇦🇺🇸 (@Tablesalt13) May 11, 2026
Says the Feds are "gouging people to death on taxes"
Let me tell you something...
Doug Ford is MASTER at reading the polls. He's seeing something here. pic.twitter.com/xp1HFBcZkr
Indigenous Peoples West Coast Salmon Farming
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