AI AI Red Team Engineering notes, research references, and field notes on AI systems, responsible AI, governance, and compliance.
AI Engineer · July 24, 2025

Benchmarks Are Memes: How What We Measure Shapes AI — and Us - Alex Duffy, Every.to

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Why it matters

AI Engineer session on Benchmarks Are Memes: How What We Measure Shapes AI, presented by and Us - Alex Duffy, Every.to. It adds practical context for how teams are building and operating AI systems in production.

My takeaway: Benchmarks Are Memes: How What We Measure Shapes AI — and Us - Alex Duffy, Every.to is a model-evaluation signal. The practical read is to tie capability claims to evidence, launch criteria, and regression tests rather than relying on demos or benchmark headlines.