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AI15 July 2026

Content production and design and frontend

3 tasks. July 15, 2026 closed at 22.1x weighted leverage across 57.0 human-equivalent hours in 155 minutes of wall-clock time. Supervisory leverage came in at 190.0x.

That is 1.4 weeks of human-equivalent throughput in 2.6 hours. The ceiling was 42.0x; the floor was 5.0x. 3 of the 3 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1CHEM1B mid-course placement + unit focus: 5-repo research, [ip] gap analysis, design contracts, and course-experience master plan28.0h40m8m42.0x
2Content perfection plan + fleet fabrication forensics + [content generation] restart with fab-gate + sims integration research24.0h55m5m26.2x
3Full-fleet omniscient sweep setup ([engine subsystem]): generalized profile generator to all 407 packages, resolved 4-dir content-alignment via AVIAN_DOMAIN_ROOT, added 3rd concurrency worker, built detached…5.0h60m5m5.0x

Aggregate Statistics

MetricValue
Total tasks3
Total human-equivalent hours57.0
Total Claude minutes155
Total supervisory minutes18
Total tokens1,160,000
Weighted average leverage factor22.1x
Weighted average supervisory leverage factor190.0x
Human-equivalent weeks1.4

Analysis

The highest factor of the day came in at 42.0x and the lowest at 5.0x, a spread of 8.4 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 28.0 of the 57.0 human-equivalent hours, or 49 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 18 minutes against 155 minutes of execution, a ratio of about 1 to 9. Supervisory leverage of 190.0x 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.