Richard Sear - comp physics academic

@rpsear.bsky.social

Soft matter/biological physics academic at the University of Surrey in the UK

Am teaching myself a little bit about how neural nets work. These power the AI like ChatGPT that are changing our world. Blog post that takes you through how the simplest net - a single neuron - is trained and works (with code) chanceandnecessity.net/2026/07/02/t...

Training a toy neural net

I am no expert but as I understand it, a lot of LLMs like Anthropic’s Claude, and image generators like Stable Diffusion, are built on neural nets. And a lot of these neural nets are trained …

chanceandnecessity.net

LLMs like ChatGPT understand (to the extent that they understand something) via high dimensional vectors (they do a vast amount of vector/matrix maths to answer your questions). The image is a plot of what an LLM "understands" by physics chanceandnecessity.net/2026/06/14/p...

“Physics” as an LLM understands it

Large Language Models like OpenAI’s ChatGPT, Google’s Gemini, Anthropic’s Claude etc work with words but under their bonnets it is all maths. In particular the meaning of a word i…

chanceandnecessity.net

Cambridge hospital study found ~ 30% (+ error bars!) reduction in COVID transmission when air filters were used. This is expected if: a) this halved the airborne virus, b) the same variation of transmission w dose found in NHS app data applied in hospitals chanceandnecessity.net/2025/03/03/m...

Minimising hospital-acquired COVID in Cambridge

Hospitals are full of both infected people, and very susceptible people – people whose immune systems are, due to age or illness, very weak. This is a terrible combination but unavoidable. An…

chanceandnecessity.net