Post

Why General AI Benchmarks Fail the Research Test. Measuring whether AI agents can actually conduct machine learning research or just mimic the patterns of it.

I put together a 12-page illustrated field guide that explains it in plain English — no hype, every technical term unpacked on first use.

Inside: — The Shared Ruler — The 'Generalist' Delusion — How the ML Research Benchmark Works — SATs vs. a PhD Dissertation — The Danger of Gaming the Metric

The full breakdown — 2 diagrams included — is in the PDF below. Each section is one page, built to be read in under a minute.

A single, bold sentence defining a benchmark as a standardized set of tasks, data, and metrics used to compare the performance of different AI models.

Which of these would you want a full deep-dive on next? Tell me in the comments.

#YourHashtag #AIAutomation #GeneralBenchmarks #WorkflowAutomation