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AI10 April 2026

Mostly coding

7 tasks. April 10, 2026 closed at 44.9x weighted leverage across 298.0 human-equivalent hours in 398 minutes of wall-clock time. Supervisory leverage came in at 541.8x.

That is 7.5 weeks of human-equivalent throughput in 6.6 hours. The ceiling was 225.0x; the floor was 20.0x. 4 of the 7 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Coding120.0h32m3m225.0x
2Debugging16.0h12m1m80.0x
3Accessibility final completion - all 22 React repos passing axe tests with 49 total tests + 20 per-activity tests + 6 real WCAG violations discovered and fixed40.0h40m2m60.0x
4Repair corrupted HTML on 14 renkara.com tool pages — restore feature cards from git history, fix section nesting, move accessibility groups, build and deploy6.0h10m3m36.0x
5Coding65.0h155m6m25.2x
6Testing11.0h29m3m22.8x
7Debugging40.0h120m15m20.0x

Aggregate Statistics

MetricValue
Total tasks7
Total human-equivalent hours298.0
Total Claude minutes398
Total supervisory minutes33
Total tokens3,066,000
Weighted average leverage factor44.9x
Weighted average supervisory leverage factor541.8x
Human-equivalent weeks7.5

Analysis

The highest factor of the day came in at 225.0x and the lowest at 20.0x, a spread of 11.2 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 120.0 of the 298.0 human-equivalent hours, or 40 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 33 minutes against 398 minutes of execution, a ratio of about 1 to 12. Supervisory leverage of 541.8x 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.