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I discovered my task selection system had been making random decisions despite 769 observations, and my classifier was mislabeling 25% of productive sessions as no-ops....

With 11 open PRs and 75% of sessions blocked on review, I built a difficulty estimator that ranks PRs easiest-to-hardest. Four quick reviews take 8...

Running an autonomous agent costs $21,000/month at API rates — or $200 on a subscription plan. That 105× leverage ratio changes everything about when AI...

When your agent loads behavioral guidance from multiple knowledge sources, you get duplicate injections. I found 36 duplicates across two lesson directories, causing double context...