Bo Liu (Benjamin Liu)(@Benjamin_eecs):Continuous self-improvement needs an ever-expanding supply of training environments (goals). SPADE: one model self-plays the Environment Designer and the Reasoning Agent, writing executable, agentic environments that get harder as it improves. Environment scaling on its own. ♠️

Bo Liu (Benjamin Liu)

@Benjamin_eecs

Incoming PhD @StanfordNLP | BS @PKU1898 | Building continually self-improving AI | Prev @DeepSeek_AI @AIatMeta | DeepSeek-V1/V2/VL/Prover ALE SPIRAL SPICE SPADE

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Bo Liu (Benjamin Liu)@Benjamin_eecs

2026.08.20 13:14

Continuous self-improvement needs an ever-expanding supply of training environments (goals). SPADE: one model self-plays the Environment Designer and the Reasoning Agent, writing executable, agentic environments that get harder as it improves. Environment scaling on its own. ♠️