







Covering the state of play as of Summer, 2023

How to use AI to do practical stuff: A new guide
People often ask me how to use AI. Here's an overview with lots of links.

My Thoughts on AI | Jack Conte
Hey creators! I’ve been thinking a lot about AI over the last year, but I’ve mostly been speaking about it in little short form clips and in
What AI is Really For - Christopher Butler
After three years of immersion in AI, I have come to a relatively simple conclusion: it’s a useful technology that is very likely overhyped to the
Introduction to Agents
Discover what actually works in AI. Join millions of builders, researchers, and labs evaluating agents, models, and frontier technology through crowdsourced benchmarks, competitions, and hackathons.

More Than a Tool
What We Learned from a Year of Conversations About AI

Is there something it is like to be an AI?
Posted on Wednesday 2 Jul 2025. 1,593 words, 6 links. By Matt Webb.

A guide to understanding AI as normal technology
And a big change for this newsletter



ARC-AGI-3: A New Challenge for Frontier Agentic Intelligence
We introduce ARC-AGI-3, an interactive benchmark for studying agentic intelligence through novel, abstract, turn-based environments in which agents must explore, infer goals, build internal models of environment dynamics, and plan effective action sequences without explicit instructions. Like its predecessors ARC-AGI-1 and 2, ARC-AGI-3 focuses entirely on evaluating fluid adaptive efficiency on novel tasks, while avoiding language and external knowledge. ARC-AGI-3 environments only leverage Core Knowledge priors and are difficulty-calibrated via extensive testing with human test-takers. Our testing shows humans can solve 100% of the environments, in contrast to frontier AI systems which, as of March 2026, score below 1%. In this paper, we present the benchmark design, its efficiency-based scoring framework grounded in human action baselines, and the methodology used to construct, validate, and calibrate the environments.
Request for Proposals: The Launch Sequence | IFP
Apply to our rolling effort to find, scope, and build the most important projects to prepare the world for advanced AI


AI for science: What can it do? Can it do things? Let’s find out!
A what we’re reading spotlight

AI coding wisdom from the people who would know
Essays and threads from experienced developers who've gone deep on AI-assisted coding.