Robert Lange
@RobertTLange
Staff Research Scientist & Founding Member @SakanaAILabs ๐
The AI Scientist, ShinkaEvolve, gymnax, evosax
Prev: SR & Intern @GoogleDeepMind
707 Following 10.1K Followers
Native Python Object-Oriented Agents: Reusing native Python abstractions for agent development eliminates the learning curve of new frameworks and leverages LLMs' existing Python knowledge, achieving great results on ARC-AGI-3.
1๏ธโฃ Agent-as-Python-object programming model: methods = actions, fields = state, docstrings = prompts, type annotations = contracts
2๏ธโฃ NOOA combines typed i/o, code as action (models write Python instead of tool calls), loop engineering
3๏ธโฃ Pass-by-reference with bounded previews renders args as compact previews in prompts while models operate on full live objects in code execution.
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