RL environments

3 statements across 3 episodes · 1 bullish · 2 bearish · 3 people on the record · first statement Apr 29, 2025 by Roger Jin · across every show →

Everything said about RL environments, oldest first

Apr 29, 2025 positive

Insight

Jin: Open source needs a standard to scale RL environments

“And so, like, there just needs to be some kind of, like, standard for open source developers to all, like, work together to, like, build up this, you know, to scale environments up to, like, millions and millions of environments.”

Roger Jin Apr 29, 2025 ▶ 8:03 What is an RL environment? w/ Nous Research's Roger Jin

Dec 7, 2025 bearish

Insight

Goyal: Average AI companies cannot hire expertise to prevent reward hacking

“You need to have like a pretty specific expertise to design the RL environment in a way that's not vulnerable to reward hacking. And I think that either you'll end up with some fixed number of very well engineered RL environments, or you need to somehow employ…”

Ankur Goyal Dec 7, 2025 ▶ 24:35 The Great Evals Debate — Ankur Goyal & Malte Ubl

Dec 30, 2025 bearish

Opinion

Catanzaro: RL Environments Are Just a Temporary Industry Fad

“So, I know I'm going on record on this, and like, I'm actually okay to be wrong, but I think RL Environments is just a fad.”

Sarah Catanzaro Dec 30, 2025 ▶ 23:42 [State of AI Startups] Memory/Learning, RL Envs & DBT-Fivetran — Sarah Catanzaro, Amplify

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RL environments

Everything said about RL environments, oldest first

Turn any episode into a week of clips.