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A staff engineer kept a daily scoreboard for six weeks. His agent's first try was 95% garbage. He still ships features twice as fast. The math is the whole point.

A PostHog engineer built an agent that reads 94 pieces of GitHub activity and writes his standup for him. He says whether it saves time is "debatable." That's the most honest standup agent you'll find.

JPMorgan freed 360,000 lawyer-hours by having an agent read contracts. Your back office has a version of this problem - just smaller.

Klarna replaced 700 workers with AI, claimed $40M in savings, and is quietly rebuilding its human team. Here's what went wrong.

The average business takes 42 hours to respond to a new lead. Here's what the ones using agents do instead.