I like how Anthropic's Claude gracefully degrades when there are a lot of users. First, it switches to concise mode for shorter responses. If there's no capacity at all, Claude will return an error - but it saves your prompt so you don't need to type it in again.

It feels like the 2 main product improvements cursor brings are 1/ context automatically in chat and 2/ good autocomplete. Feels like this should be easy to implement in other domains. But products like Microsoft's Copilot havent panned out, so I must be missing something

For a period some frontier llms were being released in 3 sizes. Eg Gemini flash, pro, ultra; Claude haiku, sonnet, opus. It looks they're trending towards 2 sizes now - no more ultra or opus; o1/mini.

40% with just 1 try per task: SWE-agent-LM-32B is the new #1 open source model on SWE-bench Verified. We built it by synthesizing a ton of agentic training data from 100+ Python repos. Today we’re open-sourcing the toolkit that made it happen: SWE-smith.

Congrats to the Kimi team on the super strong SWE-bench Verified and SWE-bench Multilingual numbers!!

Although London's rent is the highest in the UK, its rent *inflation* is slower than 4 other regions.