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AI02 July 2026

Infrastructure and coding

3 tasks. July 2, 2026 closed at 10.3x weighted leverage across 32.0 human-equivalent hours in 187 minutes of wall-clock time. Supervisory leverage came in at 61.9x.

That is 0.8 weeks of human-equivalent throughput in 3.1 hours. The ceiling was 20.0x; the floor was 7.6x. 3 of the 3 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Debugging10.0h30m8m20.0x
2Diagnose overnight kernel panic (watchdog-timeout from parallel-[content generation] OOM) and safely restart the interrupted 14-package IB DP [content generation] batch: model offload to shared [engine…8.0h47m3m10.2x
3AVIAN [content generation]: dual-run 6-wide parallelization + [engine subsystem]/engine decoupling (PACKAGES_DIR+11 scripts+test+completeness-gate fix) + [ip-cluster] isolation architecture plan14.0h110m20m7.6x

Aggregate Statistics

MetricValue
Total tasks3
Total human-equivalent hours32.0
Total Claude minutes187
Total supervisory minutes31
Total tokens980,000
Weighted average leverage factor10.3x
Weighted average supervisory leverage factor61.9x
Human-equivalent weeks0.8

Analysis

The highest factor of the day came in at 20.0x and the lowest at 7.6x, a spread of 2.6 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 10.0 of the 32.0 human-equivalent hours, or 31 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 31 minutes against 187 minutes of execution, a ratio of about 1 to 6. Supervisory leverage of 61.9x 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.