☕ Welcome

Hey you

Almost a year ago, I was half listening to Yoshua Bengio, the guy from right here in Montreal everyone calls the godfather of AI, talk about how AGI (as smart as a person at basically everything) might not be that far off. It sounded like something out of I, Robot. Something I'd watch, not live through.

This week it stopped sounding like a movie. It became the cover of Time.

I grew up in the Google era. By the time I was a teenager, I knew things my parents didn't, because I could look them up faster than they could ask someone. The internet made my generation a little smarter than the people who raised us.

My kids won't get that deal. They're the first generation growing up next to something that might always be smarter than them. That's the shift this whole issue is about.

🤯  WAIT, WHAT?

Where AI Ends and AGI Begins

Here's the plain version of what's actually going on, and where the line really sits.

Bengio has a simple test for this, from that same interview. If a machine can measure something directly, that's not AI, it's just a sensor. AI only shows up when there's no direct way to measure the answer, so the machine has to guess based on patterns it picked up from examples.

This is AI, already in your day:

  • Netflix or Spotify guessing what you'll want to watch or hear next

  • You, asking Claude or ChatGPT to draft an email or plan the Italy trip

This feels like AI, but isn't:

  • Your smart thermostat running on a schedule you set. It's not learning your habits, just following presets.

  • Excel autofilling a number pattern. That's a rule, not a guess.

This would be AGI, and we're not there yet:

  • An assistant that could run your entire business end to end, strategy included, better than you could (yes, we have agent teams today, but they still usually need a human in the loop)

  • The version of my chief-of-staff moment where the AI doesn't just nudge me, it figures out why I'm stuck and fixes it better than my actual chief of staff could

OpenAI's own definition is a system that outperforms humans at most economically valuable work. That gap between "notices things for you" and "smarter than you at everything" is the whole conversation happening in tech right now.

Watch the actual Bengio interview here: https://www.youtube.com/watch?v=JxFIxRO2JSs

⚡  TRY IT TONIGHT

Make Your Office Argue It Out

You already have an office if you built your virtual team back in that "I Hired Four People" issue. Chief of Staff, the parenting sounding board, the financial organizer, the logistics agent, or whatever your four turned into. Tonight, put them in the same room.

Bring a real decision into that project. Something with more than one right answer. Then ask:

❝

COPY ME ↓

"I need to decide [your real decision]. Each of you weigh in from your own role. If you disagree with each other, say so and debate it. Chief of Staff, you make the final call and tell me why."

I asked my team a wild question:

❝

I need to decide if we should host 100 people for New Year's Eve this year. Each of you weigh in from your own role. If you disagree with each other, say so and debate it. Chief of Staff, you make the final call and tell me why.


Each team member debated extensively and then made a call.

That disagreement is the point. You're not asking one AI for the safest, middle-of-everything answer anymore. You're watching four points of view argue their way to a decision, the way a room full of real advisors actually would.

What's the AGI version of this, you ask? It's the 16 agents Time Magazine described OpenAI showing off, splitting a math problem into pieces, coordinating, and building a proof together, except there are as many of them as needed, moving at a speed no home office ever will. Yours is the same idea, just small enough to watch happen at your kitchen table.

Don't have a team yet? Start here first:

📱  THIS WEEK IN AI

Good Stuff From Around the Internet

🧠 Inside OpenAI’s Reboot. OpenAI's leaders are done being coy about AGI. Its chief research officer put the company at "80% of the way" there, and its president described the goal in two words: "personal AGI," basically a superintelligent assistant everyone carries around. → Read it here

💬 Claude can live inside your Slack. Anthropic launched a way for Claude to read your team's channels, follow threads, pull together scattered asks, and draft the follow-up, all without you copying anything over. A small preview of the "notices things for you" future. → Read it here

🔋 Google’s Gemini Spark. a personal AI agent that keeps running even after you close your laptop, and it's replacing Google Assistant on Android phones. Proactive AI, arriving quietly on a device you already own→ Read it here

🌟  BEFORE YOU CLOSE THIS TAB

Your Office Just Had Its First Fight

This issue's real ask isn't about a better email or a smarter Italy trip plan. It's this: get your office to argue out a real decision today. That's the daily-practice version of the whole AGI conversation. You build the muscle now, before everyone assumes they already have it. Set it up, then hit reply and tell me how it went. What worked, what felt clunky.

☕️ Coffee's on me for the best stories, I'll feature them in a future issue.

✌🏼

Cinz

Your unfair advantage, one week at a time.

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