Signal vs Noise

Stop Chasing Better Algorithms. The Real AI Edge Is Boring.

Frontier AI models converge on the same winning optimization ideas. The real differentiator isn’t algorithmic novelty—it’s methodological rigor. The best researchers preserve weak experimental signals long enough to validate them, while others prematurely discard ambiguous results. This boring, unsexy skill is what separates champions from the rest.

LinkedIn’s New ‘Report Slop’ Button Is a Band-Aid. The Real Fix Is Painful.

LinkedIn just added a button to report AI-generated slop, but it’s a band-aid that outsources moderation to users for free. The real problem isn’t the content—it’s the algorithm that rewards engagement over quality. Until platforms change what they measure, slop will keep winning.