Sergey Karayev tests whether GPT-6 Astra High can one-shot a full GitLab implementation

sergeykarayev · x · 2026-09-17

Sergey Karayev launched an extreme coding test: can GPT-6 Astra High one-shot a full working GitLab implementation? He shares his prompt strategy — telling the model not to message back until 100% complete, then to run 3 independent qa-code-reviews and fix agreed high/medium findings — to stress-test the model's long-horizon autonomous coding.

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