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AI30 March 2026

Audit and review and coding

23 tasks. March 30, 2026 closed at 22.2x weighted leverage across 302.2 human-equivalent hours in 818 minutes of wall-clock time. Supervisory leverage came in at 181.3x.

That is 7.6 weeks of human-equivalent throughput in 13.6 hours. The ceiling was 106.7x; the floor was 3.8x. 22 of the 23 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Full [ip] diagram audit + fix 219 issues across 96 figures in 12 CIP applications (N-Y)80.0h45m5m106.7x
2Create 5 use case markdown files (nursing/aviation/financial/government/trades) for [ip] portfolio24.0h25m5m57.6x
3Beautiful-mermaid collision resolution + @layer/@port override system (ancestor filtering + group awareness + directive parser + ELK layer constraints + 8 diagram overrides)32.0h50m5m38.4x
4Full diagram audit + fix 17 findings across 96 [ip] figures (N-Y)16.0h35m5m27.4x
5Session 3: Route optimizer + layout refinements for beautiful-mermaid edge collision resolution40.0h120m10m20.0x
6Fix renderer regressions from Session 5: Phase 22 guards + LAST_SEPARATE cascade + bezier direction + back-edge routing8.0h30m5m16.0x
7Fix numeral collisions in [ip] diagram files for Applications W and X2.0h8m3m15.0x
8Debugging6.0h25m5m14.4x
9Full diagram audit: 207 figures across 25 [ip] apps + Original - audit + fix numeral collisions/back-edges/orphan nodes/stale paths8.0h35m5m13.7x
10beautiful-mermaid session 4: diamond centering/exit ports/blocker avoidance/overlap resolution/snapshot tests (8 new layout phases, 96-figure regression suite)40.0h180m10m13.3x
11Content audit — 57 checks across 845 specs, 144 packages, 696K questions, 1894 labs4.0h20m2m12.0x
12Debugging24.0h120m5m12.0x
13Debugging1.5h8m3m11.2x
14Debugging1.5h8m3m11.2x
15Debug and fix beautiful-mermaid edge staggering for multi-exit fan-out nodes8.0h45m5m10.7x
16Documentation0.8h5m4m9.0x
17Debugging1.5h10m3m9.0x
18Debugging0.5h4m3m7.5x
19Debugging1.5h12m3m7.5x
20Debugging1.5h12m3m7.5x
21Debugging0.5h5m2m6.0x
22Debugging0.5h8m3m3.8x
23Debugging0.5h8m3m3.8x

Aggregate Statistics

MetricValue
Total tasks23
Total human-equivalent hours302.2
Total Claude minutes818
Total supervisory minutes100
Total tokens3,661,500
Weighted average leverage factor22.2x
Weighted average supervisory leverage factor181.3x
Human-equivalent weeks7.6

Analysis

The highest factor of the day came in at 106.7x and the lowest at 3.8x, a spread of 28.4 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 80.0 of the 302.2 human-equivalent hours, or 26 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 100 minutes against 818 minutes of execution, a ratio of about 1 to 8. Supervisory leverage of 181.3x 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.