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AI13 May 2026

Mostly audit and review

3 tasks. May 13, 2026 closed at 54.5x weighted leverage across 80.0 human-equivalent hours in 88 minutes of wall-clock time. Supervisory leverage came in at 480.0x.

That is 2.0 weeks of human-equivalent throughput in 1.5 hours. The ceiling was 130.0x; the floor was 15.0x. 2 of the 3 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Audit and review65.0h30m3m130.0x
2Deterministic diagram edge audit: Python classifier, 6 .mmd fixes, 12 per-edge exceptions, audit doc update5.0h18m2m16.7x
3AP Macro flagship: CED mapping + 10-day study plan + V2 atom interaction tagger + goal_id bug fix + repair tooling + 354 atoms tagged with 708 interactions10.0h40m5m15.0x

Aggregate Statistics

MetricValue
Total tasks3
Total human-equivalent hours80.0
Total Claude minutes88
Total supervisory minutes10
Total tokens490,000
Weighted average leverage factor54.5x
Weighted average supervisory leverage factor480.0x
Human-equivalent weeks2.0

Analysis

The highest factor of the day came in at 130.0x and the lowest at 15.0x, a spread of 8.7 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 65.0 of the 80.0 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 10 minutes against 88 minutes of execution, a ratio of about 1 to 9. Supervisory leverage of 480.0x 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.