11 tasks. April 17, 2026 closed at 19.9x weighted leverage across 348.0 human-equivalent hours in 1,050 minutes of wall-clock time. Supervisory leverage came in at 549.5x.
That is 8.7 weeks of human-equivalent throughput in 17.5 hours. The ceiling was 82.3x; the floor was 10.9x. 11 of the 11 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Full /invent sweep across 52 AVIAN repos with parallel Explore agents, per-repo innovation proposals and persisted log + master index; plus macOS command-center overlay (Atlas) design vision integrating all… | 48.0h | 35m | 2m | 82.3x |
| 2 | Design and frontend | 11.0h | 14m | 4m | 47.1x |
| 3 | Documentation | 32.0h | 45m | 4m | 42.7x |
| 4 | Extract MCAT, LSAT, AP, Test Prep from accelastudy.ai monolith into 4 independent marketing sites with shared-content overlay, full AWS infra (S3, ACM SAN cert, CloudFront, Route53, CodeBuild+CodePipeline)… | 60.0h | 95m | 4m | 37.9x |
| 5 | Design and frontend | 18.0h | 34m | 1m | 31.8x |
| 6 | Debugging | 22.0h | 68m | 3m | 19.4x |
| 7 | Design and frontend | 16.0h | 65m | 3m | 14.8x |
| 8 | Tools UI unification plan (phased) + scaffold @avian/design-system package: tokens.css with --brand-accent, tailwind-preset, generic AppShell/TopNav/SideNav/HeaderOnlyLayout, 30 components ported, type-checks… | 12.0h | 50m | 6m | 14.4x |
| 9 | Design and frontend | 5.0h | 22m | 2m | 13.6x |
| 10 | Migrate all 16 AVIAN fleet tools onto shared @avian/design-system (Tailwind + tokens.css + unified ThemeProvider, publish library 0.1.4, fix React #31 + theme toggle bugs, push all 16 repos) | 120.0h | 600m | 8m | 12.0x |
| 11 | Deployment | 4.0h | 22m | 1m | 10.9x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 11 |
| Total human-equivalent hours | 348.0 |
| Total Claude minutes | 1,050 |
| Total supervisory minutes | 38 |
| Total tokens | 6,610,000 |
| Weighted average leverage factor | 19.9x |
| Weighted average supervisory leverage factor | 549.5x |
| Human-equivalent weeks | 8.7 |
Analysis
The highest factor of the day came in at 82.3x and the lowest at 10.9x, a spread of 7.5 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 48.0 of the 348.0 human-equivalent hours, or 14 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 38 minutes against 1,050 minutes of execution, a ratio of about 1 to 28. Supervisory leverage of 549.5x 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.