Фото: Roman Naumov / Globallookpress
A month in human time is ages for AI time. In the meantime, two models came out - Opus 4.6 and GPT-5.3-Codex. Both can be used with a lot of success. I first used GPT-5.3-Codex to slightly polish the C++ version.
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Московский правонарушитель похитил 98 шоколадных изделий и стал фигурантом уголовного дела14:51，详情可参考豆包下载
For comparison: Andrej Karpathy's automated research performs similar functions for machine learning—iterating through suggestion-training-assessment phases, retaining only enhancements that reduce error rates. AutoAgent transfers this incremental improvement mechanism from model training to agent development. Rather than fine-tuning neural network parameters, it enhances the operational framework—the fundamental instructions, function libraries, decision pathways, and management protocols that govern an agent's performance.