This startlingly fast progress in LLMs was driven both by scaling up LLMs and doing schlep to make usable systems out of them. We think scale and schlep will both improve rapidly: planned-obsolescence.org/scale-schlep-and-systems

Most experts were surprised by progress in language models in 2022 and 2023. There may be more surprises ahead, so experts should register their forecasts now about 2024 and 2025: https://planned-obsolescence.org/language-models-surprised-us

Most new technologies don’t accelerate the pace of economic growth. But advanced AI might do this by massively increasing the research effort going into developing new technologies.

Both AI fears and AI hopes rest on the belief that it may be possible to build alien minds that can do everything we can do and much more. AI-driven technological progress could save countless lives and make everyone massively healthier and wealthier: https://planned-obsolescence.org/the-costs-of-caution

Once a lab trains AI that can fully replace its human employees, it will be able to multiply its workforce 100,000x. If these AIs do AI research, they could develop vastly superhuman systems in under a year: https://planned-obsolescence.org/continuous-doesnt-mean-slow

Researchers could potentially design the next generation of ML models more quickly by delegating some work to existing models, creating a feedback loop of ever-accelerating progress. https://planned-obsolescence.org/ais-accelerating-ai-research

The single most important thing we can do is to pause when the next model we train would be powerful enough to obsolete humans entirely. If it were up to me, I would slow down AI development starting now — and then later slow down even more: https://www.planned-obsolescence.org/is-it-time-for-a-pause/

AI systems that have a precise understanding of how they’ll be evaluated and what behavior we want them to display will earn more reward than AI systems that don’t: https://www.planned-obsolescence.org/situational-awareness/

Many fellow alignment researchers may be operating under radically different assumptions from you: https://www.planned-obsolescence.org/disagreement-in-alignment/

If we’ve decided we’re collectively fine with unleashing millions of spam bots, then the least we can do is actually study what they can – and can’t – do: https://www.planned-obsolescence.org/ethics-of-red-teaming/