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Patrick C Toulme
@PatrickToulme
gemini & TPUs @GoogleDeepmind. Formerly worked on Meta MTIA and AWS Trainium. Opinions are my own. All blogs shared are personal work.
参加 December 2025
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My take: you most likely are not thinking large enough with coding agents. Think much bigger. Next time you are using a coding agent ask yourself “what is a version of this task that would take years for a team of humans to do?” For example - instead of saying “Make this kernel faster” Try “Optimize my entire system and come back to me in 7 days” With recent coding models I have accomplished 50 SWE-year projects in single digit weeks.
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This is 100% true. My litmus test: Red flag when the main flex is: - how many agents (or teams of agents) they are running - how they can message their agent from the gym - how many millions of tokens they burned this week I see tons of these posts on LinkedIn daily. Legit when the main flex is: - they built something that wasn’t possible or economical before (ideally it makes or saves money) - they shipped more, or faster - they built custom software instead of using a SaaS provider IMO, the former is the equivalent of bragging about 80 hour work weeks with nothing to show for it.
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