8 tasks. May 14, 2026 closed at 31.1x weighted leverage across 189.0 human-equivalent hours in 365 minutes of wall-clock time. Supervisory leverage came in at 290.8x.
That is 4.7 weeks of human-equivalent throughput in 6.1 hours. The ceiling was 64.0x; the floor was 4.4x. 8 of the 8 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Merge auth-service + purchase-service + onboarding-service + avian-[unreleased product]-web backend into avian-api as separate logical DBs (auth_db, purchase_db, avian_[unreleased product]). Phases 0-5:… | 80.0h | 75m | 8m | 64.0x |
| 2 | Infrastructure | 60.0h | 90m | 6m | 40.0x |
| 3 | Implement 7-day free-trial epic: purchase-service comp endpoints + auto-revoke, auth-service signup hook + trial-started email, notification-service templates, EventBridge Lambda for T-1d + T0 sweep,… | 24.0h | 65m | 6m | 22.2x |
| 4 | Audit and review | 6.0h | 18m | 1m | 20.0x |
| 5 | Content production | 7.0h | 22m | 4m | 19.1x |
| 6 | Debugging | 5.0h | 18m | 6m | 16.7x |
| 7 | Bring full AVIAN local stack up (11 services) and fix unauth /entitlements/me + /auth/refresh 401 cascade on public dashboard | 3.0h | 22m | 4m | 8.2x |
| 8 | Content audit run; identified next 10 priority domains; SOA-C02 pair_id linkage repair (12.2% -> 100%); diagnosed cross-domain prereq validator bug; built and launched audit-batch (5 re-syntheses + 4 question… | 4.0h | 55m | 4m | 4.4x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 8 |
| Total human-equivalent hours | 189.0 |
| Total Claude minutes | 365 |
| Total supervisory minutes | 39 |
| Total tokens | 2,131,000 |
| Weighted average leverage factor | 31.1x |
| Weighted average supervisory leverage factor | 290.8x |
| Human-equivalent weeks | 4.7 |
Analysis
The highest factor of the day came in at 64.0x and the lowest at 4.4x, a spread of 14.7 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 189.0 human-equivalent hours, or 42 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 39 minutes against 365 minutes of execution, a ratio of about 1 to 9. Supervisory leverage of 290.8x 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.