37 tasks. April 18, 2026 closed at 121.1x weighted leverage across 3,043.0 human-equivalent hours in 1,507 minutes of wall-clock time. Supervisory leverage came in at 1297.7x.
That is 76.1 weeks of human-equivalent throughput in 25.1 hours. The ceiling was 1800.0x; the floor was 4.0x. 26 of the 37 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Deployment | 900.0h | 30m | 1m | 1800.0x |
| 2 | Documentation | 800.0h | 40m | 2m | 1200.0x |
| 3 | Documentation | 80.0h | 12m | 5m | 400.0x |
| 4 | Audit and review | 350.0h | 60m | 1m | 350.0x |
| 5 | Testing | 80.0h | 17m | 3m | 282.4x |
| 6 | Testing | 100.0h | 25m | 1m | 240.0x |
| 7 | Deployment | 160.0h | 45m | 1m | 213.3x |
| 8 | Documentation | 24.0h | 10m | 5m | 144.0x |
| 9 | Cross-client parity audit: avian-app-web vs avian-app-electron vs avian-app-ios (architecture + feature matrix + gap analysis + prioritized fixes) | 6.0h | 4m | 3m | 90.0x |
| 10 | Scaffold Atlas (macOS command-center overlay): CLAUDE.md + full 4-doc set (requirements, design with Swift/Python split + IPC protocol + LLM routing, phased plan, testing-strategy) spanning Command Bar, Hover… | 40.0h | 30m | 1m | 80.0x |
| 11 | Three-client parity implementation: wire @avian/auth-client in web, Electron billing (purchase-service), Electron offline queue + global shortcut + tray, Swift port of @avian/auth-client, iOS StoreKit 2… | 60.0h | 45m | 2m | 80.0x |
| 12 | Full readiness + security audit across 43 AVIAN repos — 12 parallel sub-agents, Phase 0 canonical validation, aggregated findings report with 2 CRITICAL / 17 HIGH / 45+ MEDIUM | 20.0h | 24m | 0m | 49.2x |
| 13 | Free-tier expansion: KaTeX+figures+timeline infra in 2 repos, guided_math_solver + map_identification + timeline-mode activities + InteractiveMap primitive in activities lib, 33 new domain specs… | 80.0h | 100m | 15m | 48.0x |
| 14 | Author 9 AVIAN domain spec JSONs for free-tier grade 6-12 math and science (Middle School Math, Pre-Algebra, Algebra II, Statistics, Calculus I, Physical Science, Life Science, Environmental Science, Earth… | 36.0h | 45m | 8m | 48.0x |
| 15 | Author 6 AVIAN domain specification JSON files for free-tier AI literacy, digital privacy, LinkedIn/personal branding, Greek mythology, US presidents, and world geography | 12.0h | 18m | 5m | 40.0x |
| 16 | Design and frontend | 60.0h | 95m | 8m | 37.9x |
| 17 | Author 5 AVIAN free-tier humanities domain spec JSON files (Earth Science, US History, English Grammar, Philosophy 101, US Civics) | 10.0h | 18m | 5m | 33.3x |
| 18 | Author 5 free-tier foundational academic domain spec JSON files (Algebra I, Geometry, Pre-Calculus, Trigonometry, Logic and Critical Thinking) | 10.0h | 18m | 5m | 33.3x |
| 19 | Rebrand all notification-service email templates to AccelaStudy AI design system (shared shell, 24 templates rewritten, alembic migration 004 to update existing rows, new TemplateVersion snapshots, product… | 5.0h | 9m | 3m | 33.3x |
| 20 | Author 7 AVIAN domain spec JSONs for free-tier grade 6-12 social studies: World History Ancient/Medieval/Modern, Economics Micro/Macro, Psychology 101, Sociology — 60-80 leaves each, full schema compliance | 28.0h | 52m | 8m | 32.3x |
| 21 | Author 5 foundational science domain specification JSON files (Biology, Chemistry, Physics, Anatomy & Physiology, Astronomy) with 60 validated leaves each | 8.0h | 18m | 4m | 26.7x |
| 22 | Deployment | 12.0h | 28m | 1m | 25.7x |
| 23 | Author 6 free-tier LifeSkills AVIAN domain specification JSON files (Personal Finance, Investing Basics, US Individual Taxes, Nutrition Fundamentals, Retirement Planning, Insurance Fundamentals) — 60 leaf… | 10.0h | 25m | 5m | 24.0x |
| 24 | Deployment | 14.0h | 35m | 4m | 24.0x |
| 25 | Debugging | 16.0h | 40m | 2m | 24.0x |
| 26 | Coding | 18.0h | 52m | 3m | 20.8x |
| 27 | Documentation | 12.0h | 35m | 0m | 20.6x |
| 28 | Deployment | 6.0h | 18m | 1m | 20.0x |
| 29 | Author 6 AVIAN domain specification JSON files for free-tier professional/life skills courses (Credit & Debt, Home Buying, Entrepreneurship 101, Negotiation Fundamentals, Resume & Job Search, Freelancing… | 6.0h | 18m | 5m | 20.0x |
| 30 | Author 8 AVIAN domain specification JSON files for free-tier grade 6-12 English arts and elective courses (American Lit, British Lit, World Lit, Composition, Reading Comprehension and Vocabulary, Music… | 16.0h | 55m | 10m | 17.5x |
| 31 | Author 5 AVIAN free-tier LifeSkills domain specification JSON files (Health/Wellness, Public Speaking, Study Skills, Computer Literacy, Typing) | 8.0h | 28m | 5m | 17.1x |
| 32 | Root-cause avian-engine CodePipeline POST_BUILD false-failure (H-17) and fix buildspec.yml with proper SSM polling loop (ssm wait caps ~100s, deploy takes 3-5min) | 2.0h | 8m | 0m | 15.0x |
| 33 | Engine pass-prob predictor (Bayesian blend + Poisson-binomial), autopilot pace recommender (minutes/day to hit target), [engine subsystem] honors recommendation, forced-exam calibration validation | 12.0h | 55m | 4m | 13.1x |
| 34 | Infrastructure | 16.0h | 90m | 0m | 10.7x |
| 35 | Fix avian-admin login (repoint to auth.renkara.com, replace hardcoded issuer + auto-login with env-driven AuthProvider and fleet-canonical LoginPage from @avian/app-shell), hide ToS/Privacy on renkara-auth… | 6.0h | 40m | 4m | 9.0x |
| 36 | Calibration deep-dive: per-pair predictor + pace alignment + blueprint-only practice + structural mismatch identified | 14.0h | 175m | 6m | 4.8x |
| 37 | [engine subsystem] Alex Chen: gate practice exam on engine pass-probability >= 0.90 (rolling 30q), wire coverage co-signal, fix lesson seeding, debug to first exam trigger | 6.0h | 90m | 3m | 4.0x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 37 |
| Total human-equivalent hours | 3,043.0 |
| Total Claude minutes | 1,507 |
| Total supervisory minutes | 141 |
| Total tokens | 10,230,000 |
| Weighted average leverage factor | 121.1x |
| Weighted average supervisory leverage factor | 1297.7x |
| Human-equivalent weeks | 76.1 |
Analysis
The highest factor of the day came in at 1800.0x and the lowest at 4.0x, a spread of 450.0 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 900.0 of the 3,043.0 human-equivalent hours, or 30 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 141 minutes against 1,507 minutes of execution, a ratio of about 1 to 11. Supervisory leverage of 1297.7x 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.