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AI07 June 2026

Mostly audit and review

2 tasks. June 7, 2026 closed at 24.0x weighted leverage across 36.0 human-equivalent hours in 90 minutes of wall-clock time. Supervisory leverage came in at 240.0x.

That is 0.9 weeks of human-equivalent throughput in 1.5 hours. The ceiling was 28.4x; the floor was 17.1x. 2 of the 2 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Content remediation: strict content-audit completeness FAIL gates + remediation_inventory.py (prioritized, 0/289 pass strict bar) + duplicate MCQ option-text code-defect fix via memory-bounded [model] regen…26.0h55m6m28.4x
2Executed + verified cloud question backfill: 9095 schema-faithful MCQs across 42 AWS/GCP/Azure packages, cloud node coverage 77.8%->99.98% (10 degenerate skipped), 0 dup options, peak RSS 282MB, run records…10.0h35m3m17.1x

Aggregate Statistics

MetricValue
Total tasks2
Total human-equivalent hours36.0
Total Claude minutes90
Total supervisory minutes9
Total tokens950,000
Weighted average leverage factor24.0x
Weighted average supervisory leverage factor240.0x
Human-equivalent weeks0.9

Analysis

The highest factor of the day came in at 28.4x and the lowest at 17.1x, a spread of 1.7 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 26.0 of the 36.0 human-equivalent hours, or 72 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 9 minutes against 90 minutes of execution, a ratio of about 1 to 10. Supervisory leverage of 240.0x 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.