Things are feeling positive. Not wanting to get ahead of ourselves, but everything that we thought that was going to be happening looks like it’s happening … Whatever happens, I think it’s fair to say that Greens are here to stay now as a progressive voice in British politics.
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Екатерина Ештокина
Babbel Language Learning: Lifetime Subscription (All Languages)
After OpenAI released GPT-5.3-Codex (high) which performed substantially better and faster at these types of tasks than GPT-5.2-Codex, I asked Codex to write a UMAP implementation from scratch in Rust, which at a glance seemed to work and gave reasonable results. I also instructed it to create benchmarks that test a wide variety of representative input matrix sizes. Rust has a popular benchmarking crate in criterion, which outputs the benchmark results in an easy-to-read format, which, most importantly, agents can easily parse.