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AI08 June 2026

Coding and audit and review

11 tasks. June 8, 2026 closed at 37.1x weighted leverage across 510.0 human-equivalent hours in 824 minutes of wall-clock time. Supervisory leverage came in at 695.5x.

That is 12.8 weeks of human-equivalent throughput in 13.7 hours. The ceiling was 120.0x; the floor was 6.9x. 4 of the 11 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Coding140.0h70m2m120.0x
2Documentation20.0h14m4m85.7x
3Full deployment readiness audit (AVIAN monorepo, 40 changed repos): Phase-0 canonical reconciliation ([ip] App GG), schema-validated 973 specs (44 invalid found), ~16110 tests run 0 failures, 93-finding…90.0h65m4m83.1x
4Infrastructure16.0h18m2m53.3x
5Documentation32.0h42m3m45.7x
6Audit and review32.0h45m3m42.7x
7Coding32.0h70m1m27.4x
8Coding18.0h50m1m21.6x
9Audit and review120.0h380m14m18.9x
10AWS cost-spike forensics + prod tools-box disk-full incident recovery (EBS volume rescue)6.0h35m9m10.3x
11Deployment4.0h35m1m6.9x

Aggregate Statistics

MetricValue
Total tasks11
Total human-equivalent hours510.0
Total Claude minutes824
Total supervisory minutes44
Total tokens23,705,000
Weighted average leverage factor37.1x
Weighted average supervisory leverage factor695.5x
Human-equivalent weeks12.8

Analysis

The highest factor of the day came in at 120.0x and the lowest at 6.9x, a spread of 17.5 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 140.0 of the 510.0 human-equivalent hours, or 27 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 44 minutes against 824 minutes of execution, a ratio of about 1 to 19. Supervisory leverage of 695.5x 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.