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

Share this trapShare on LinkedIn

The full answer, with the mechanism and the arithmetic, is for paid subscribers on Substack.

Read it on Substack

Get the next one

Free on Substack. Unsubscribe in one click.

More traps set at Google