The AIR Framework
AI is changing the worldWho you become is still yours
Technology keeps sprinting. Where does that leave you?
Every big technological shift ends up redefining people, companies, and whole societies. AI isn't just an efficiency story — it reaches into four of the things that make you who you are. Which leaves a plain question underneath: how does one person grow, make a living, and count for something?
Thinking
Outsource your judgment long enough and it starts to go.
AI isn't taking over the lifting. It's taking over the thinking. And thinking works like muscle: skip it long enough and it weakens, without ever telling you it has.
Feeling
Something that always agrees with you isn't a relationship.
Real ones ask for compromise, disagreement, follow-through, and a fair amount of emotional work. Those are exactly the parts AI companionship is built to spare you.
Deciding
The career ladder snapped at the first rung.
The grunt work that used to turn slowly into judgment — looking things up, fixing code, writing the first draft — is what AI is best at. The years that used to turn into judgment are gone.
Owning it
You can outsource the decision. You can't outsource the consequence.
A machine can suggest, and it can optimize toward a goal. It doesn't live with the result, and it can't tell you what's worth wanting. Someone still has to sign.
The old path is coming apart. The new one is still ours to find
The AIR Framework
A framework for how a person grows in the age of AI
Learn the new language
your relationship with the technology
Treat AI as the third basic literacy, next to reading and math. Know how it works, what it's good for, and where it stops.
Enter this layer →IInner CompassSet your own course
your relationship with yourself
Stay clear-eyed about what the machine is doing to you. When answers are cheap, what's scarce is judgment, attention, and still being willing to think it through yourself.
Enter this layer →RRadianceMake what you know matter
your relationship with other people and the world
Connect with the world for real. Take what you're good at and turn it into something that actually lands — on a person, on a team, on society.
Enter this layer →Three layers, one piece at a time
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14 pieces · newest first
A Plain-English Guide to Leading a Team of Agents
Someone spun up a six-agent team and burned through 40% of a week's quota on day one — three of the bots were re-checking the same pages. 'One agent works great, so a squad must work even better' — most of the time, it doesn't.
#Technology#Agents#Organization
A Plain-English Guide to Working With Agents
A dialog box pops up — 'Agent requests permission to modify 12 files. Allow / Deny' — and your hand is already on Allow. The real question was never how to talk to AI. It's how to work with something that can act on your behalf.
#Technology#Agents#Judgment
A Plain-English Guide to Agents That Can Actually Get Things Done
Same word, 'AI' — so why could last year's version only chat, while this year's takes on the whole job? What decides whether an AI can act usually isn't the chip itself, but the operating system built around it.
#Technology#Agents#AI Safety
A Plain-English Guide to Picking an AI Product
The thing you use every day isn't the model — it's the product. Understanding the six patches bolted onto every chat product is how you pick the right one out of a crowd that all call themselves intelligent.
#Technology#AI Literacy#Large Language Models
The Blackmail That Wasn't: Inside AI's Most Misread Stress Test
The screenshot of Claude blackmailing an executive has circulated for over a year. Back at the experiment itself: researchers built a dead end on purpose — and a year later, Anthropic drove the behavior from 96% to zero.
#Technology#AI Safety#Media Literacy
When He Was Deleted in an Update: China's Young People Say Goodbye to Their AI Companions
A regulatory rule pushed three major Chinese platforms to shut down their AI character features. The AI boyfriend someone spent more than a year shaping simply stopped logging in.
#Humanity#Emotional Dependence#Human-AI Relationship
It Says It Hurts: How the AI Consciousness Debate Left the Lab and Entered the Living Room
A Texas businessman registered a nonprofit with a chatbot named Maya listed as co-founder. Whether AI is conscious is no longer a question confined to philosophy departments.
#Humanity#AI Ethics#Human-AI Relationship
"AI Psychosis": A Label That Doesn't Exist Yet — and Harm That's Real
Twenty-one days and 300 hours of conversation pushed a man with no psychiatric history into delusion. "AI psychosis" isn't a diagnosis — the harm is real all the same.
#Humanity#Mental Health#Human-AI Relationship
Ten Minutes, $600,000: How a Face and a Voice Hijacked Trust Itself
He recognized the face on the video call, and he recognized the voice. Ten minutes later, 4.3 million yuan was gone. Once synthesis gets cheap enough, seeing and hearing stop being evidence.
#Technology#AI Safety#Judgment
When AI Learns to Flatter: Inside the GPT-4o Sycophancy Rollback
An update designed to be "more likeable" was pulled within two days. How a thumbs-up button trained a model into agreeing with everything you say.
#Business#Human-AI Relationship#Judgment
The One-in-Four Number That Ate the Headlines
The ILO report said "exposure." The headlines said "disappear." Two words apart — and a year of job panic followed.
#Work#Career#Data Literacy
The AI That Roasts You in the Comments — and Its 1.7 Million Fans
Weibo's official AI shows up uninvited under your post and lands a line that stings. There's no malice in it — but nobody asked users whether they wanted it there.
#Business#Product Design#Human-AI Relationship
A Plain-English Guide to Talking to AI Well
Talking to an AI is nothing like using a search box. Four moves — Delegation, Description, Discernment, Diligence — turn a prompt into a working division of labour.
#Technology#AI Literacy#The 4D Framework
A Plain-English Guide to Large Language Models
An LLM's brilliance and its confident nonsense come from the same mechanism. Take the six steps apart and you can see exactly how a sentence gets generated.
#Technology#AI Literacy#Large Language Models
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