Every Builds Internal Platform for Personal Benchmarks Based on Real Work, Not Leaderboards

danshipper · x · 2026-09-12

Every's Dan Shipper argues benchmark scores say little about how a model performs on your actual work, which is why for three years the team has done "vibe checks": hands-on long-form reviews based on real work. Now they're doubling down quantitatively — @hammermt and @nityeshaga built an internal platform so everyone can create personal benchmarks from their day-to-day work, turning vibes into measurable checks.

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