Issue 6, Sep 25, 2026
The Benchmark Autonomy Trap
Senior AI Engineer interview at Google, and the interviewer asks:
“A year ago you shipped a fixed LLM workflow: hard-coded vendor list, fixed steps, pick the cheapest. A newer model now runs the whole task as a free-form agent and beats it on your benchmark. Do you delete the workflow?”
Don’t say: “Yes. The model got smarter, so the scaffolding is dead weight.”
Why replacing deterministic workflows with free-form agents silently trades code-enforced security for prompt-injectable variance, and the exact framework to safely transition without sacrificing har
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The full answer, with the mechanism and the arithmetic, is for paid subscribers on Substack.