Robert Lange(@RobertTLange):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. 1️⃣ Agent-as-Python-object programming model: methods = actions, fields = state, docstrings = prompts, type annotations = contracts 2️⃣ NOOA combines typed i/o, code as action (models write Python instead of tool calls), loop engineering 3️⃣ Pass-by-reference with bounded previews renders args as compact previews in prompts while models operate on full live objects in code execution. 📖: https://t.co/qhpmc2OOTh 📝: https://t.co/Lu1KLeU2sc 🧑‍💻:

2026.07.29 13:45

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. 1️⃣ Agent-as-Python-object programming model: methods = actions, fields = state, docstrings = prompts, type annotations = contracts 2️⃣ NOOA combines typed i/o, code as action (models write Python instead of tool calls), loop engineering 3️⃣ Pass-by-reference with bounded previews renders args as compact previews in prompts while models operate on full live objects in code execution. 📖: 📝: 🧑‍💻: