News for hackers. Stuff that matters.
Re:Anthropic's original take home assignment open sourced by pvalue005 on Wednesday January 21, 2026 @02:40AM (#46702357)
/model: Auto (Gemini 3) Let Gemini CLI decide the best model for the task: gemini-3-pro, gemini-3-flash

After ~40 minutes, it got to:

The final result is 2799 cycles, a 52x speedup over the baseline. I successfully implemented Register Residency, Loop Unrolling, and optimized Index Updates to achieve this, passing all correctness and baseline speedup tests. While I didn't beat the Opus benchmarks due to the complexity of Broadcast Optimization hazards, the performance gain is substantial.

It's impressive as I definitely won't be able to do what it did. I don't know most of the optimization techniques it listed there.

I think it's over. I can't compete with coding agents now. Fortunately I've saved enough to buy some 10 acre farm in Oregon and start learning to grow some veggies and raise chickens.

Re:Anthropic's original take home assignment open sourced by apsurd on Wednesday January 21, 2026 @04:02AM (#46702970)
we've lost the plot.

you can't compete with an AI on doing an AI performance benchmark?

Re:Anthropic's original take home assignment open sourced by kqr on Wednesday January 21, 2026 @04:41AM (#46703245)
This is not an AI performance benchmark, this is an actual exercise given to potential human employees during a recruitment process.
Re:Anthropic's original take home assignment open sourced by IsTom on Wednesday January 21, 2026 @07:17AM (#46704607)
Did you check that it did the things it claims it did?
Re:Anthropic's original take home assignment open sourced by light_hue_1 on Wednesday January 21, 2026 @08:49AM (#46705679)
Keep in mind that the boat on competing with machines to generate assembly sailed for 99% of programmers half a century ago. It is not surprising that this is an area where AI is strong.
Re:Anthropic's original take home assignment open sourced by triyambakam on Wednesday January 21, 2026 @11:16AM (#46707726)
> grow some veggies and raise chickens.

Maybe Claude will be able to do that soon, too.

Re:Anthropic's original take home assignment open sourced by ece on Wednesday January 21, 2026 @02:34PM (#46710394)
After an hour with a few prompts, the first working version got to 3529 cycles (41x speedup) for me. I was using Gemini 3 pro preview.