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.
“Maybe your TikTok’s taken away. But then you go on Roblox. Or you go on Discord and you start talking to people there,” he said. “That’s one of the things that is challenging…kids are super savvy, and so they’ll get around things.”
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“It is always best to err on the side of caution until you are very clear on the purpose and culture of the group,” Wesson said.