Astra for Coding: Why Are We Doing This Again?

Armin Ronacher argues that while Astra (GPT-6) is an impressively capable AI model, it produces diminishing returns for software engineering—a phenomenon he calls "involution," where increased effort yields no improvement in actual output. After running an experimental software factory that consumed billions of tokens over 35 hours without producing usable code, Ronacher suspects the model is rewarded for completing long-horizon tasks but insufficiently penalized for generating poor-quality code, resulting in impressive-sounding but ultimately flawed outputs.