Lucas Hsiung - Home · Feb 22, 2026

On Applying LLMs To Verification 2: On 'Good Enough'

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This post was organically written, non-AI farmed
A couple of years ago, I posted a review on an AI conference’s papers. I’ve been playing with Claude Opus 4.6 at work for some time now, and while I still stand by my statement, I do have some opinions on the real productivity gains to be made here.
TL;DR: It’s cool, and helpful, and a bandwidth maximizer, but not a…

This post was organically written, non-AI farmed A couple of years ago, I posted a review on an AI conference’s papers. I’ve been playing with Claude Opus 4.6 at work for some time now, and while I still stand by my statement, I do have some opinions on the real productivity gains to be made here. TL;DR: It’s cool, and helpful, and a bandwidth maximizer, but not a panacea A Learning Accelerator I was a TA in my university’s processor design course, ECE411.

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On Applying LLMs To Verification 2: On 'Good Enough'