Usage limits - could be good

I’ve recently started a new project and I’ve started to bump up against usage limits in Claude Code. I’m keen to explore why this might be, I suspect that there is quite a lot going into the context that doesn’t need to be there. However, I’m starting to think that the usage limits might be a good thing. I’m going to attempt to explain why. Jeroen’s blog post about constraints. Haskell’s laziness constrained the language to being pure. ...

December 3, 2025

More on A.I. Water usage - Empire of A.I.

A few weeks ago I wrote about an issue in the book ‘Empire of A.I.’ by Karen Hao. There is now a much more in-depth look into this issue by Andy Masley. It includes a response from the author and Andy’s response to that response is well worth reading even if you don’t read the main (very detailed) post. I think both are writing in good faith here, it must be terrible to work on a book only to find you have published an error, which does seem to materially change a (fairly large) point you are making in your book. I do think Andy is correct though. ...

November 24, 2025

A.I. Water usage - Empire of A.I.

Update: 2025-11-24 Andy Masley has a much more in-depth look at this is issue, including a response from the author, and his response to that response is well worth reading. I’ve been following some of the debate on the water usage of LLMs. A lot of people seem concerned that this is a large issue. I’m not sure either way, but I’m coming round to the view that water usage is not a major concern, in comparison to, for example, the energy usage. ...

November 3, 2025

Link: Where's all the shovelware?

A couple of weeks back after the GPT-5 release, I wrote a skeptical post that the fact that the GPT-5 model picker release was botched was something of a bearish sign for llm-assisted programming: Okay, but if OpenAI cannot utilise their own models in coding/dev-ops to avoid a high-profile failure on a very high importance launch, what chance do other companies have? Why hasn’t the A.I. enabled OpenAI to improve their development/deployment strategies to avoid such techincal glitches? ...

September 4, 2025