AnalysisAI AgentsSeptember 11, 2026

Blog: GPT 6 Astra burned 4B tokens, delivered nothing useful

Armin Ronacher ran a weekend "software factory" with GPT 6 Astra, letting the model manage its own context and spin off subagents to build a Python with virtual threads and lexical scoping. He burned a full ChatGPT reset — roughly 4 billion tokens — over 35 hours and says the factory "delivered absolutely nothing of value."

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