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Booting up the livestream now. Will be fighting the last couple numerical mismatches in PufferLib's new CUDA kernels. Fully fused loss fn, gating, scan, etc.

Booting up the livestream now. Will be fighting the last couple numerical mismatches in PufferLib's new CUDA kernels. Fully fused loss fn, gating, scan, etc.

I build sane open-source RL tools. MIT PhD, creator of Neural MMO and founder of PufferAI. DM for business: non-LLM sim engineering, RL R&D, infra & support.

avatar for Joseph Suarez 🐡
Joseph Suarez 🐡
Wed Nov 12 17:12:38
60 set Sunday complete. 3x ~8-12 reps on:
Chest (9 sets): Incline smith bench, cable crossover, machine press
Shoulders (12 sets): Machine press, cable raise, dumbbell press, face pull
Back (12 sets): Pullups, smith rows, lat pulldown, low row
Arms (12 sets): Dumbbell preacher, cable curl, cable kickback, dumbbell skull crusher
Legs (6 sets.. I run a lot okay): Extension, lying curl
Abs (9 sets): Dragon flag, cable twist, cable crunch

60 set Sunday complete. 3x ~8-12 reps on: Chest (9 sets): Incline smith bench, cable crossover, machine press Shoulders (12 sets): Machine press, cable raise, dumbbell press, face pull Back (12 sets): Pullups, smith rows, lat pulldown, low row Arms (12 sets): Dumbbell preacher, cable curl, cable kickback, dumbbell skull crusher Legs (6 sets.. I run a lot okay): Extension, lying curl Abs (9 sets): Dragon flag, cable twist, cable crunch

I build sane open-source RL tools. MIT PhD, creator of Neural MMO and founder of PufferAI. DM for business: non-LLM sim engineering, RL R&D, infra & support.

avatar for Joseph Suarez 🐡
Joseph Suarez 🐡
Sun Nov 09 19:24:34
Today, I wrote three kernels fusing various gates and scans in our recurrent cell and a fused PPO loss kernel. Result is +2M steps/second training before I even start optimizing. Streamed >12 hours of dev today. Tomorrow, I lift weights all day and relax. Star pufferlib. Gn

Today, I wrote three kernels fusing various gates and scans in our recurrent cell and a fused PPO loss kernel. Result is +2M steps/second training before I even start optimizing. Streamed >12 hours of dev today. Tomorrow, I lift weights all day and relax. Star pufferlib. Gn

I build sane open-source RL tools. MIT PhD, creator of Neural MMO and founder of PufferAI. DM for business: non-LLM sim engineering, RL R&D, infra & support.

avatar for Joseph Suarez 🐡
Joseph Suarez 🐡
Sun Nov 09 03:00:34
Live RL Research on PufferLib w/ Joseph Suarez

Live RL Research on PufferLib w/ Joseph Suarez

I build sane open-source RL tools. MIT PhD, creator of Neural MMO and founder of PufferAI. DM for business: non-LLM sim engineering, RL R&D, infra & support.

avatar for Joseph Suarez 🐡
Joseph Suarez 🐡
Sat Nov 08 15:23:30
Live RL Research on PufferLib w/ Joseph Suarez

Live RL Research on PufferLib w/ Joseph Suarez

I build sane open-source RL tools. MIT PhD, creator of Neural MMO and founder of PufferAI. DM for business: non-LLM sim engineering, RL R&D, infra & support.

avatar for Joseph Suarez 🐡
Joseph Suarez 🐡
Sat Nov 08 13:12:02
PufferLib is leading small-model RL, all OSS! The government isn't feeding the puffer any gold bars, but you can feed him a gold star on github

PufferLib is leading small-model RL, all OSS! The government isn't feeding the puffer any gold bars, but you can feed him a gold star on github

I build sane open-source RL tools. MIT PhD, creator of Neural MMO and founder of PufferAI. DM for business: non-LLM sim engineering, RL R&D, infra & support.

avatar for Joseph Suarez 🐡
Joseph Suarez 🐡
Sat Nov 08 03:18:13
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