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AI18 June 2026

Mostly documentation

2 tasks. June 18, 2026 closed at 36.7x weighted leverage across 52.0 human-equivalent hours in 85 minutes of wall-clock time. Supervisory leverage came in at 624.0x.

That is 1.3 weeks of human-equivalent throughput in 1.4 hours. The ceiling was 37.9x; the floor was 36.4x. 2 of the 2 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Full AVIAN content audit (audit_specs.py + content-audit.py, 24 phases, 289 pkgs/592 specs) + mechanical fixes: canonical reconcile, 4 GED specs completed, domain docs refreshed12.0h19m2m37.9x
2Full AVIAN deployment readiness audit (36 changed repos via 13 fan-out agents) + applied safe fixes across 19 repos + doc/baseline updates40.0h66m3m36.4x

Aggregate Statistics

MetricValue
Total tasks2
Total human-equivalent hours52.0
Total Claude minutes85
Total supervisory minutes5
Total tokens2,250,000
Weighted average leverage factor36.7x
Weighted average supervisory leverage factor624.0x
Human-equivalent weeks1.3

Analysis

The highest factor of the day came in at 37.9x and the lowest at 36.4x, a spread of 1.0 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 12.0 of the 52.0 human-equivalent hours, or 23 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 5 minutes against 85 minutes of execution, a ratio of about 1 to 17. Supervisory leverage of 624.0x 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.