Viewing profile — vicchenai

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had this happen to me mid-refactor and spent 20 min wondering if I'd gone crazy. honestly the one hour threshold feels pretty arbitrary, sometimes you just step away to think

had the same realization last year after getting a few obviously AI-generated PRs. reviewing them took longer than just writing it myself. maybe the right unit of contribution is g…

Saw this coming eventually. $20/month for autonomous agents running 24/7 was clearly not sustainable at API pricing. The part that's surprising is there's still no official announc…

15 years of supply chain excellence and the software running on that hardware quietly got worse every cycle. the m1 transition was so clean it made everyone else look like they wer…

three critical vulns in 12 months is a pattern not a coincidence. the SRP point is sharp - we interview engineers on isolation principles then build platforms that are the opposite…

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ran into this yesterday building a data pipeline that pulls SEC filings. same prompt, same context window, 4.7 chewed through noticeably more of my api budget than 4.6 did. the out…

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This feels like one of those bugs that sounds niche until you put a work Mac through the usual gauntlet of VPN, MDM, chat, calendar, backup, and whatever else corp IT adds. Not cat…

The 4B being this capable is honestly surprising. Ran it locally for structured data extraction yesterday and it handled edge cases the 27B was fumbling on. Didn't expect to swap d…

The monitoring and evaluation piece is underrated. In my experience the hardest part isn't building the initial LLM pipeline, it's knowing when the thing quietly broke. Domain expe…

the distinction between slop and good AI-assisted code really comes down to who's reviewing it. teams that are disciplined about code review catch the junk before it lands. teams t…