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AI04 July 2026

Mostly content production

2 tasks. July 4, 2026 closed at 6.4x weighted leverage across 74.0 human-equivalent hours in 690 minutes of wall-clock time. Supervisory leverage came in at 185.0x.

That is 1.9 weeks of human-equivalent throughput in 11.5 hours. The ceiling was 6.7x; the floor was 5.6x. 2 of the 2 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1AVIAN overnight: 3-model benchmark harness + models.yaml phase routing + general misconceptions generator + full beta content remediation (ALL 44/44 beta candidate-ready (incl 3 IB DP math bundles))60.0h540m15m6.7x
2AVIAN [engine subsystem] overnight omniscient sweep: brought up 8-service stack, diagnosed+fixed critical stale package-path defect ([engine subsystem] read retired avian-engine/data/domains not canonical…14.0h150m9m5.6x

Aggregate Statistics

MetricValue
Total tasks2
Total human-equivalent hours74.0
Total Claude minutes690
Total supervisory minutes24
Total tokens3,300,000
Weighted average leverage factor6.4x
Weighted average supervisory leverage factor185.0x
Human-equivalent weeks1.9

Analysis

The highest factor of the day came in at 6.7x and the lowest at 5.6x, a spread of 1.2 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 60.0 of the 74.0 human-equivalent hours, or 81 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 24 minutes against 690 minutes of execution, a ratio of about 1 to 29. Supervisory leverage of 185.0x 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.