A third grader just scored a 5 on AP Calculus BC. The system that trained him contains no LLM. The core is a knowledge graph one man spent 250 hours encoding by hand, two minutes per edge.
The platform is Math Academy. Its "AI" is an expert system that routes each student through nearly 3,000 math topics, from 4th grade arithmetic to the math behind machine learning. Every node, every prerequisite link, every weight was placed manually by a team of mathematicians.
The weights alone took Justin Skycak a full month: 1,500 topics at the time, roughly 5 prerequisite links each, 2 minutes to estimate each one. 8 hours a day of pure encoding, done before ChatGPT existed to ease the load.
Why go through that? Because the graph unlocks mastery learning, the closest thing education research has to a cheat code. In 1984, Benjamin Bloom showed that students with one-on-one tutoring perform two standard deviations above a regular classroom. The average tutored kid beats 98% of the lecture hall.
Nobody could afford a tutor per child, so the finding sat in journals for 40 years. A prerequisite graph with a mastery gate is the workaround. The system always knows the exact next topic a specific kid is ready for, drills it until proven, then moves on. Zero time spent waiting for 29 classmates.
That waiting is most of school. A year of classroom math is roughly 150 hours of instruction, and the majority goes to pacing, review, and re-teaching. Strip it out and a motivated kid covers six grade levels in one calendar year.
The origin makes it better: this grew out of a math program at Pasadena High School where 8th graders were passing AP Calculus BC, back when the founders were still hand-grading the whole thing.
The most effective education AI running today is a graph a few humans built by hand, one edge at a time.
BREAKING: Megyn Kelly on MAGA:
Megyn Kelly: “After 14 years inside Fox News, I’m exposing what viewers refuse to see—how the network morphed from news into a propaganda machine designed purely to cheerlead wars, worship Trump, and feed you manufactured rage instead of facts.”
Truth.
“The way he’s stepped up in that young man’s life is the most masculine thing you can do”
Russell Wilson isn’t young Future’s stepdad. He’s just dad. When you marry someone with a child you take a vow to love them as your own, & sometimes do even more. There’s nothing more commendable.
I want to apologize to @DangeRussWilson & @ciara for a conversation we had here on @thepivot years ago. It was immature, I should have separated. It in fact was “corny”. I’m sorry!
@ThePivot on @youtube & streaming platforms.
#ThePivot #RussellWilson #Future #Ciara #FatherHood
https://t.co/spmA607sAg
“The latest White House post is… disgusting & despicable”
War is not a sport, & it’s certainly not a comedy. I’ve been asked how I felt about being included in a post from the White House using NFL hits as some sort of war highlight film. Truthfully, I don’t feel rage, but embarrassment. I’m also saddened for the families whose loved ones are serving this country.
We have lost all integrity, decorum, & character. We aren’t led by a public servant, but a reality star. This is just the latest example of who our leadership is.
@ThePivot clips on @youtube.
#ThePivot #WhiteHouse #NotSports #NotComedy
Rachel Maddow: “I reject the inevitability and the supposed indefinite rule of Trumpism not because I believe the cheeseburgers will ultimately win. It’s not just that he’s the oldest person ever elected to the presidency and he is obese and he has gigantically swollen ankles and he drags his leg and he now puts more makeup on his hands than even what he puts on his face and he puts so much on his face that on a good day he looks like he’s been well embalmed”
A high school valedictorian was escorted out of a Broward School Board meeting by security after questioning why students from wealthier families are holding their graduation at the Hard Rock, while those from middle-class backgrounds have theirs in the school gym.
If they weren’t so harmful white supremacist would make me laugh because they are not smart at all. Can’t even tell you what white culture is while their so called mission is to protect it.
NEW: Megyn Kelly absolutely rips Piers Morgan for defending the Bad Bunny halftime show, says his smug attitude is why Great Britain has lost its culture to "radical Muslims."
Kelly: This is supposed to be a unifying event for the country, not for the Latinossss...
Morgan: What is the national language of the United States of America?
Kelly: I mean, English, and...
Morgan: No, no, no... hang on...
Kelly: Let me tell you something. This attitude that you have right here is why you have lost your culture. You ceded your culture to a bunch of radical Muslims who came in and took over, and now it's gone. We're not allowing that here.
UPDATE: Due to licensing restrictions, we are unable to stream The All-American Halftime Show on X.
Head on over to our YouTube channel tonight around 8PM ET to watch the full show 🇺🇸
WATCH: ICE agents threaten to arrest a man in Beaverton, Oregon, for simply filming them from a public sidewalk.
What has America become? This looks like something out of a totalitarian country.
Turning Point didn’t stumble into high schools by accident. They moved in with funding, access, and a curriculum dressed up as ‘free thought.’ It’s not debate, it’s grooming kids into black hate ideology before they’ve learned history, labor rights, or how power actually works.