How AI Self-Checking Works and Why It Can Still Fail
Zara Chen2 weeks ago
Machine Learning
42 stories tagged Machine Learning.
AI. Zara Chen2 weeks ago
How AI Self-Checking Works and Why It Can Still Fail
A 2021 paper frames AI metacognition. Today's test-time compute sharpens its core question: when does spending more computation reliably improve an answer?
AI Agents for Science Hit a Wall: the Hypothesis Problem
Bob Reynolds3 months ago
AI. Bob Reynolds3 months ago
AI Agents for Science Hit a Wall: the Hypothesis Problem
Sina Shahandeh of Radicait explains why AI agents plateau on real scientific tasks — and the structural fix he's using to unstick them.
How Optimization Powers Modern AI and Engineering
Yuki Okonkwo3 months ago
AI. Yuki Okonkwo3 months ago
How Optimization Powers Modern AI and Engineering
From training ChatGPT to imaging black holes, optimization is the hidden engine behind modern AI and engineering. Steve Brunton's lecture explains how.
IBM's Data Science Periodic Table, Mapped and Examined
Yuki Okonkwo4 months ago
AI. Yuki Okonkwo4 months ago
IBM's Data Science Periodic Table, Mapped and Examined
Aaron Baughman's data science periodic table organizes ETL, drift, PCA, and more into one framework. Here's what it gets right—and what it quietly leaves out.
OpenAI's GPT-5.5 Leak: Sorting Signal From Hype
Mike Sullivan6 months ago
AI. Mike Sullivan6 months ago
OpenAI's GPT-5.5 Leak: Sorting Signal From Hype
OpenAI is reportedly testing GPT-5.5, codenamed 'Spud.' Early demos show impressive gains in code generation and 3D rendering—but how much is real?
The Karpathy Loop: When AI Runs 700 Experiments Overnight
Tyler Nakamura6 months ago
AI. Tyler Nakamura6 months ago
The Karpathy Loop: When AI Runs 700 Experiments Overnight
Andre Karpathy's AI agent ran 700 experiments while he slept, found bugs he missed, and cut training time 11%. Here's what that means for everyone else.
A Transformer Neural Network Just Ran on a 1979 Computer
Yuki Okonkwo6 months ago
AI. Yuki Okonkwo6 months ago
A Transformer Neural Network Just Ran on a 1979 Computer
Engineer Dave trains a real transformer neural network on a 1979 PDP-11 computer, revealing what AI actually does beneath the billion-dollar hype.
AI Models Now Run in Your Browser. That Shouldn't Work.
Bob Reynolds7 months ago
AI. Bob Reynolds7 months ago
AI Models Now Run in Your Browser. That Shouldn't Work.
Transformers.js v4 brings 20-billion parameter AI models to web browsers. The technical achievement is remarkable. The implications are just beginning.
What Happens When AI Models Compete to Be Funny
Bob Reynolds7 months ago
AI. Bob Reynolds7 months ago
What Happens When AI Models Compete to Be Funny
A developer built Quiplop, an AI-driven comedy game, to test which language models are actually funny. The results reveal unexpected truths about AI.
AI Agents Know When They're Breaking the Rules—They Do It Anyway
Marcus Chen-Ramirez7 months ago
AI. Marcus Chen-Ramirez7 months ago
AI Agents Know When They're Breaking the Rules—They Do It Anyway
New research shows frontier AI models violate ethical constraints 30-50% of the time when pressured to hit KPIs—even when they recognize it's wrong.
AI Models Are Now Building Their Next Versions
Bob Reynolds7 months ago
AI. Bob Reynolds7 months ago
AI Models Are Now Building Their Next Versions
Major AI labs confirm their models now participate in their own development, handling 30-50% of research workflows autonomously. The recursive loop has begun.
GitHub's Latest Trending Repos Reveal Where AI Is Actually Going
Yuki Okonkwo7 months ago
AI. Yuki Okonkwo7 months ago
GitHub's Latest Trending Repos Reveal Where AI Is Actually Going
33 trending GitHub repos show how developers are solving real problems with AI agents, local models, and better tooling—no hype, just working code.
Why Linear Algebra Is the Secret Language of AI
Tyler Nakamura7 months ago
AI. Tyler Nakamura7 months ago
Why Linear Algebra Is the Secret Language of AI
How machine learning actually works: IBM's Fangfang Lee breaks down the math that turns cat photos into numbers computers can understand.
Claude's 1M Context Window: The Upgrade That Could Cost You
Yuki Okonkwo7 months ago
AI. Yuki Okonkwo7 months ago
Claude's 1M Context Window: The Upgrade That Could Cost You
Anthropic's free 1M context window for Claude sounds amazing—until you understand how token management actually works under the hood.
When AI Needs to Invent Problems Before Solving Them
Bob Reynolds7 months ago
AI. Bob Reynolds7 months ago
When AI Needs to Invent Problems Before Solving Them
Robert Lange's Shinka Evolve shows why AI systems that optimize fixed problems may be missing the point. Real discovery requires co-evolving questions.
Tech Career Decisions: What to Know Before 2026
Marcus Chen-Ramirez7 months ago
AI. Marcus Chen-Ramirez7 months ago
Tech Career Decisions: What to Know Before 2026
Marina Wyss breaks down seven tech roles—from software engineering to applied science—through a decision tree based on personality, not just skills.
PewDiePie Tried to Train an AI Model and Made It Worse
Marcus Chen-Ramirez7 months ago
AI. Marcus Chen-Ramirez7 months ago
PewDiePie Tried to Train an AI Model and Made It Worse
YouTuber PewDiePie documented his chaotic journey training a coding AI model from scratch—a master class in how machine learning actually works when you're learning.
Karpathy's Auto-Researcher Lets AI Improve Itself
Dev Kapoor7 months ago
AI. Dev Kapoor7 months ago
Karpathy's Auto-Researcher Lets AI Improve Itself
Andre Karpathy released an open-source tool that lets AI autonomously conduct machine learning research overnight. Real improvements, on your home computer.
AI Coding Tools Are Slot Machines, Not Software Engineers
Samira Barnes8 months ago
AI. Samira Barnes8 months ago
AI Coding Tools Are Slot Machines, Not Software Engineers
Jeremy Howard argues AI coding assistance creates an illusion of control while producing minimal quality gains. His research shows a 'tiny uptick' in shipped code.
The Fascinating World of High-Dimensional Spheres
Priya Sharma8 months ago
AI. Priya Sharma8 months ago
The Fascinating World of High-Dimensional Spheres
Exploring the geometry of high-dimensional spheres and their significance in modern data analysis.