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AI22 July 2026

Mostly coding

4 tasks. July 22, 2026 closed at 91.4x weighted leverage across 1,461.0 human-equivalent hours in 959 minutes of wall-clock time. Supervisory leverage came in at 2578.2x.

That is 36.5 weeks of human-equivalent throughput in 16.0 hours. The ceiling was 195.4x; the floor was 16.5x. 3 of the 4 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Testing1130.0h347m15m195.4x
2Infrastructure200.0h152m6m78.9x
3Demo-2 autonomous overnight run (full authority): fixed+deployed+live-verified all 6 founder defects — the keystone auth/logout bug (email logins never armed boot-refresh; new-tab logout),…120.0h420m8m17.1x
4Reviewed crypto-investing book first draft; generated 14 AI illustrations via Replicate Recraft V3 and 8 styled matplotlib data charts, then assembled a professional 110-page PDF (pandoc/xelatex) with full…11.0h40m5m16.5x

Aggregate Statistics

MetricValue
Total tasks4
Total human-equivalent hours1,461.0
Total Claude minutes959
Total supervisory minutes34
Total tokens28,950,000
Weighted average leverage factor91.4x
Weighted average supervisory leverage factor2578.2x
Human-equivalent weeks36.5

Analysis

The highest factor of the day came in at 195.4x and the lowest at 16.5x, a spread of 11.8 times between the two. That is a wide range for a single day, and it usually means the day mixed mechanical work with work that needed real judgement.

The largest single entry accounted for 1,130.0 of the 1,461.0 human-equivalent hours, or 77 percent of the day. One task carrying that much of the total is worth noting; the average is doing less work than it appears to.

Supervisory time was 34 minutes against 959 minutes of execution, a ratio of about 1 to 28. Supervisory leverage of 2578.2x is the figure I find most honest, because it measures the hours I actually spent rather than the hours a machine spent on my behalf.

Every figure here is recorded at the time the work is done rather than reconstructed afterwards. The human estimate is my own judgement and carries the uncertainty that implies; the minutes and tokens are measured. The full dataset, including this day, is available for download.