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Jev has me thinking about router latency
Jev is fast. Maybe fast enough that introducing a model router matters? Let's measure and see.
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FAFO: Fast Eval Judges with Jev
Build a judge from small Jev questions. Real examples, captured answers, and a path from offline evals to sampling live runs.
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FAFO: Learn to Write Evals
Write graders, catch bad agent behavior, and check whether a change helped. Read this long AF post, or make your coding agent teach you with the included learn-evals skill.
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58 PRs, 572k lines: reviews in the in-between times
AI factories are coming. Most teams still hand the output to a human. I reviewed 58 PRs last week. Here's what I'm doing about that.
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Agent PR reviewers
Agents let you ship more. Reviews become the bottleneck, and agent reviewers aren't there yet.
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Agent rules as an adoption metric?
AI agent rules might be a decent indicator of where you are on the adoption curve
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New Mac setup (circa 2023 to 2025)
Setup steps for a new Mac, late 2022/early 2023 through 2025