Join 📚 Josh Beckman's Highlights

A batch of the best highlights from what Josh's read, .

Being a locally minded vegetarian has been my compromise. I'm sure that to many this is intellectually incoherent, to which I'd offer that it's not a purely intellectual choice.

No Meat Required

Alicia Kennedy

The discovery of scaling laws has typically preceded a boomtime for the domain the scaling laws are discovered in; scaling laws for language modeling preceded things like GPT3, Claude, ChatGPT, etc; scaling laws for image and video modeling preceded Dall-E, Imagen, etc.

Fwd: Import AI 317: DeepMind Speeds Up Language Model Sampling; Voice Cloning Tech Gets Abused; More Scaling Laws for RL

Josh Beckman

My gut tells me this pattern, which doesn’t really have a name, is going to be *the* pattern for working with these technologies to do complex things. The best name I can find for it is “specification repair”—see, for example, [this paper](https://arxiv.org/html/2309.16120v3). You ask a question and the LLM transforms it into a more detailed specification of a problem, then writes code to test that specification, then creates more specification, then tests that.

Is “Specification Repair” the AI Endgame?

Paul Ford

...catch up on these, and many more highlights