12 tasks. March 1, 2026 closed at 24.3x weighted leverage across 204.0 human-equivalent hours in 503 minutes of wall-clock time. Supervisory leverage came in at 204.0x.
That is 5.1 weeks of human-equivalent throughput in 8.4 hours. The ceiling was 96.0x; the floor was 2.7x. 10 of the 12 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | avian-electron Phase 1 implementation (Electron scaffolding + engine client + SQLite + IPC + React UI shell + Library/Settings screens) | 40.0h | 25m | 8m | 96.0x |
| 2 | Design doc for avian-electron (codebase review + architecture + repo creation) | 16.0h | 12m | 5m | 80.0x |
| 3 | Prompt caching + model reassignment for AVIAN [engine subsystem] | 8.0h | 7m | 4m | 68.6x |
| 4 | Compile comprehensive US institutions dataset (1509 entries, 51 states) | 40.0h | 35m | 8m | 68.6x |
| 5 | AVIAN [ip] portfolio documentation audit and FAQ Simplified creation (4 files revised + 2 files updated + 1 new 461-line doc + 6 PDFs regenerated) | 40.0h | 45m | 8m | 53.3x |
| 6 | Cross-domain transfer seeding module (§600/§610/§630) — extractor + analogy engine + seeder orchestrator + controller wiring + 26 unit tests | 16.0h | 19m | 5m | 50.5x |
| 7 | Add url field to 368 certifications in certifications.json | 8.0h | 12m | 4m | 40.0x |
| 8 | Update leverage article + backfill 22 unit tests for 6 defect fixes + deploy staging/prod | 8.0h | 20m | 4m | 24.0x |
| 9 | Compile comprehensive certification reference dataset across 25 vendors | 8.0h | 25m | 4m | 19.2x |
| 10 | Compile US institutions + certifications reference data and build matching pipeline | 6.0h | 33m | 3m | 10.9x |
| 11 | [content generation] status audit + SOA discovery + local model benchmark (Qwen3 vs Sonnet) + architecture planning | 6.0h | 90m | 3m | 4.0x |
| 12 | Adversarial gate architecture redesign (binary gate replacing min composite) + batch [content generation] orchestration (CLF/SAA/DVA overnight) | 8.0h | 180m | 4m | 2.7x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 12 |
| Total human-equivalent hours | 204.0 |
| Total Claude minutes | 503 |
| Total supervisory minutes | 60 |
| Total tokens | 2,620,000 |
| Weighted average leverage factor | 24.3x |
| Weighted average supervisory leverage factor | 204.0x |
| Human-equivalent weeks | 5.1 |
Analysis
The highest factor of the day came in at 96.0x and the lowest at 2.7x, a spread of 36.0 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 40.0 of the 204.0 human-equivalent hours, or 20 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 60 minutes against 503 minutes of execution, a ratio of about 1 to 8. Supervisory leverage of 204.0x 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.