Kels

Politics, economics, real estate, marketing, self-sufficiency. Bullish on Canadian real estate.

[Lil Samsquanch @lilsamsquanch66]

Been drinking pretty much only Diet Coke to save water for Claude

[mrs. dobbins ☕️🪶 @mrsdobbins_]

um sure I’ll check my schedule, but if my husband who I hang out with constantly is available, I’ll be hanging out with him

[Sophia ❣️ @KeruboSk]

Work. Work. Work. Stay hydrated. Go to the dentist. 10,000 steps. “What’s for dinner?” Insurance. Drink water. Pay a bill. Pay a bill. Smile. Credit Score. Check engine light. Go get gas. ALLERGIES! TAXES! STUDENT LOANS! Phone storage full. Email. Email. Apple $12.99. Apple $9.99. Subscriptions. Subscription. Overdraft. Laundry. Fold. Text. Text. Text. Clean the house. “I haven’t seen you in a while.” Doctors appoinment. Hair appoinment. Nail appointment. RENT. WAR! GOVERNMENT! POLITICS! THE PRESIDENT!!

[Alex Hormozi @AlexHormozi]

Buy shit from your friends businesses and try and get free shit from strangers.

Not the other way around.

[Jafar Najafov @JafarNajafov]

🚨 Apple published a paper that should terrify every AI company.

They tested o3-mini, DeepSeek-R1, Claude 3.7 Sonnet Thinking across hundreds of puzzles at increasing complexity.

Simple problem: models work fine.

Medium complexity: reasoning models pull ahead. High complexity: complete collapse to 0% accuracy.

Same models. Same token budget. Just harder problems.

The disturbing part isn't the failure.

It's how they fail.

→ Reasoning models find the correct answer early... then keep second-guessing themselves into the wrong one
→ Beyond a complexity threshold, models actually reduce their thinking effort despite having tokens left
→ Give them an explicit algorithm to follow? Still broken. They can't execute it reliably.
→ o3-mini. DeepSeek-R1. Claude 3.7 Thinking. All collapse at the same wall.

More thinking tokens didn't help.

The models aren't reasoning. They're pattern-matching until the pattern runs out.

Every benchmark you trust was tested below the complexity threshold where everything still works.

[alfie @alfienxo]

sorry for how i acted when there were multiple noises happening at the same time

[soggy broccoli @soggybrocoli]

why does my stomach hurt? don’t say it’s my morning 12 oz coffee and breakfast spaghetti

[Pierre Poilievre @PierrePoilievre]

Brilliant study shows how producing, liquefying & shipping natural gas to displace dirty Asian coal is the best way to help the environment, while bringing six-figure jobs to hundreds of thousands of Canadians and breaking our dependence on the U.S.

[trash jones @jzux]

“use AI or you’ll get left behind” oh no that’s ok you guys go on ahead i’ll be back here with my reading comprehension and critical thinking skills

[Daivik Goel @DaivikGoel]

@UWaterloo circa 2016-2022 in the style of Studio Ghibli

[Christian Keil @pronounced_kyle]

*taps the sign*

[Daniel Foch @danielfoch]

Hi @MarkJCarney, can we get news links on Instagram & Facebook now?

[Kels @kelssarah]

@annemargaretj @ElectionsON You don’t even need it. ONE piece of photo ID is all that’s required.

[Kels @kelssarah]

@MadelnCanada Large, Ontario! Would love to give this to my buddy who’s a super fan and deserves the world

[Made In Canada @MadelnCanada]

🚨CANADA MCDAVID JERSEY GIVEAWAY🚨

We’re giving away an authentic Connor McDavid Fanatics Team Canada #4Nations jersey! 🇨🇦🇨🇦🇨🇦🇨🇦🇨🇦

To Enter:

1. FOLLOW @MadelnCanada
2. LIKE ❤️ & RT 🔄 this tweet
3. Reply w/ size and province you’re from

🇨🇦 GO CANADA GO 🇨🇦

[Vedant @vedantapps]

We are so incredibly back

[222 Minutes @222Minutes]

Little bombshell nugget thrown in at the end:

Because the CRA is using the illegal increase in capital gains taxes to estimate revenue, the actual budget shortfall is $78 billion!

https://t.co/xYa3QuyT7C