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Nathan Lambert GitHub
The the words it uses that this site has seen least often elsewhere. Posts are matched on those words alone — nothing here is a summary of this one.
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18 September
10 September
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korrents.com
Using open models is the approach offering the biggest AI cost savings, followed by smart model routing.Their words
To answer the question posed in the header of this report, it’s apparent that using open models is indeed the approach offering the biggest savings, followed by smart model routing. Spending controls and context optimization also bear down on costs, but they don’t come close to the first two techniques in results.
The Pulse: tech companies move to open AI modelsblog.pragmaticengineer.com
9 September
6 September
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korrents.com
AI is grown rather than designed, which is why its overall behaviour resists any description we can fully understand.Their words
AI is grown more than designed - it is, to first degree, the product of repeating a straightforward optimization step many times on a hard-to-imagine amount of compute.
31 August
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Their words
At the limit, and also well before that limit is reached, if all you do is fix the bugs, the AI will learn perfect optimization of reward, will realize not to reward hack in the perfect test environments, then turn around and reward hack in the imperfect real world environments.
26 August
From one piece Why performant code matters (but gets widely ignored), with Casey Muratori 4 beliefs, in the piece's order there
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Their words
They've got blog posts of we had to rewrite this whole thing because the performance was bad. If it was always hotspots that made your performance bad, you'd never have to rewrite the whole thing. So, we know that that doesn't work anymore.
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Their words
What is the underlying hardware capable of doing at its theoretical peak? And then you measure the delta between that theoretical maximum and what you have achieved.
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Their words
One of the reasons that you don't see hotspot optimization as a thing that really matters that much anymore and one of the reasons I advise that architecture and and not making bad decisions is much more important is because a lot of libraries already have been optimized for you that you might use.
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Their words
If every uh software engineer knew to watch out for false serial dependency chains, things where they were creating series of dependent operations that could not be optimized away or other sorts of architectural problems like that that cannot be easily fixed, then the world would look more like just wait and optimize the hotspot, right?
17 August
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Their words
Consequently, excessive optimization for one or two goals may cause the many previously aligned goals of mathematics to diverge from one another;
9 August
23 July
15 July
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Their words
PE funds optimize for a 4-7 flip and typically resort to aggressive cost-cutting and near-term optimization at the cost of the "soul" of the business or what made it successful in the first place.
27 May
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korrents.com
Pain and pleasure act as motivational backstops that keep reinforcement-learning agents inner-aligned.Their words
valences like pain and pleasure have a natural account as motivational backstops for inner-aligning RL agents capable of mesa-optimization
1 April
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Their words
Immense scale, soulless optimization, and an insatiable thirst for growth dominate its behavior and discourse, leaving little room for the spirit and principles embodied by Steve Jobs and Steve Wozniak.
23 March
22 March
23 January
9 March 2025
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Their words
I'm hopeful this framework will turn out to be a much more robust style for writing performance-sensitive code, especially over time and as compilers evolve.
5 March 2025
30 October 2023
1 October 2023
10 January 2023
10 June 2022
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Their words
The best and easiest-found-by-optimization algorithms for solving problems we want an AI to solve, readily generalize to problems we’d rather the AI not solve; you can’t build a system that only has the capability to drive red cars and not blue cars, because all red-car-driving algorithms generalize to the capability to drive blue cars.
4 December 2020
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Usesrcmnd.app
NetlifyTheir words
Other software I use to build stuff includes Netlify for hosting, GitHub for version control and collaboration, SVGO and TinyPNG for optimization, Kap for screen recording, GoatCounter for analytics, and Chrome and Firefox dev tools.
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Usesrcmnd.app
GoatCounterTheir words
Other software I use to build stuff includes Netlify for hosting, GitHub for version control and collaboration, SVGO and TinyPNG for optimization, Kap for screen recording, GoatCounter for analytics, and Chrome and Firefox dev tools.
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Usesrcmnd.app
KapTheir words
Other software I use to build stuff includes Netlify for hosting, GitHub for version control and collaboration, SVGO and TinyPNG for optimization, Kap for screen recording, GoatCounter for analytics, and Chrome and Firefox dev tools.
30 November 2017
30 August 2016
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