42 tasks. April 11, 2026 closed at 54.2x weighted leverage across 332.0 human-equivalent hours in 368 minutes of wall-clock time. Supervisory leverage came in at 149.8x.
That is 8.3 weeks of human-equivalent throughput in 6.1 hours. The ceiling was 266.7x; the floor was 7.5x. 32 of the 42 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Full deployment readiness audit + security audit across 57 repos — 72 findings identified, 65+ fixed (test failures, port conflicts, missing deps, .gitignore gaps, python-jose replacement, dirty trees, doc… | 80.0h | 18m | 3m | 266.7x |
| 2 | Full security audit across all 57 AVIAN repos - secrets, deps, infra, build, CORS, SSL | 16.0h | 4m | 3m | 240.0x |
| 3 | Full security audit across all 57 AVIAN repos (secrets, deps, source maps, prod config, AWS infra, build security) | 16.0h | 5m | 3m | 192.0x |
| 4 | 7-client verification audit: git status, ESLint, TypeScript, API endpoints, test scripts, README, feature parity matrix | 4.0h | 2m | 3m | 96.0x |
| 5 | Verification audit of all 10 AVIAN library repos — git status, build/test, exports, peerDeps, lock files, metadata, README, .gitignore | 3.0h | 2m | 3m | 90.0x |
| 6 | Testing | 80.0h | 55m | 10m | 87.3x |
| 7 | Deployment readiness audit of all 10 AVIAN library repos (12 checks each) | 4.0h | 3m | 3m | 80.0x |
| 8 | Full readiness audit + security audit: 48 repos, 10241 tests, python-jose→PyJWT migration (46 files), .gitignore fixes (22 repos), docs fixes, lock files, 79 total files fixed across 33 repos | 40.0h | 37m | 2m | 64.9x |
| 9 | Deployment readiness audit on 3 AVIAN client repos (origin, [unreleased product]-web, enterprise-web) — git, ESLint, TypeScript, URLs, tests, README, parity matrix | 3.0h | 3m | 3m | 60.0x |
| 10 | Deployment readiness audit on 4 AVIAN client repos (web, electron, iOS, admin) | 3.0h | 3m | 3m | 60.0x |
| 11 | Deployment readiness audit of 4 AVIAN documentation repos (architecture, [ip]-portfolio, planning, architecture-client) | 3.0h | 3m | 5m | 60.0x |
| 12 | Debugging | 2.0h | 2m | 1m | 60.0x |
| 13 | Deployment readiness audit across all 8 AVIAN website repos - git status, trademarks, localhost, SEO, README, buildspec checks | 2.0h | 2m | 3m | 48.0x |
| 14 | Verification audit: infra, domains, 8 websites, 3 legacy, audits repos | 1.5h | 2m | 3m | 45.0x |
| 15 | Debugging | 0.8h | 1m | 1m | 45.0x |
| 16 | Debugging | 1.5h | 2m | 1m | 45.0x |
| 17 | AccelaStudy course page template: 6 fixes (category link, QB rename, outline bullets, Python Sandbox labeling, clickable lab modal, scope single-col) | 4.0h | 6m | 8m | 40.0x |
| 18 | Deployment readiness audit of 4 AVIAN service repos (auth, notification, onboarding, purchase) | 1.5h | 2m | 3m | 36.0x |
| 19 | Infrastructure security: ALB TLS 1.2+ upgrade, ElastiCache transit encryption config, S3 public access blocks on 20 buckets | 3.0h | 5m | 5m | 36.0x |
| 20 | Infrastructure | 6.0h | 12m | 1m | 30.0x |
| 21 | Design and frontend | 3.0h | 6m | 1m | 30.0x |
| 22 | Testing | 3.0h | 7m | 3m | 25.7x |
| 23 | 7-tool verification audit: git status, backend tests (5 suites), frontend tests (5 suites), vitest config, port consistency, README completeness | 3.0h | 7m | 3m | 25.7x |
| 24 | Testing | 4.0h | 10m | 5m | 24.0x |
| 25 | Debugging | 1.5h | 4m | 5m | 22.5x |
| 26 | Testing | 3.0h | 8m | 3m | 22.5x |
| 27 | Coding | 1.5h | 4m | 1m | 22.5x |
| 28 | Coding | 8.0h | 22m | 3m | 21.8x |
| 29 | Testing | 1.0h | 3m | 5m | 20.0x |
| 30 | Debugging | 1.0h | 3m | 1m | 20.0x |
| 31 | Coding | 1.0h | 3m | 1m | 20.0x |
| 32 | Debugging | 1.5h | 5m | 1m | 18.0x |
| 33 | Documentation | 12.0h | 45m | 5m | 16.0x |
| 34 | Fix onboarding-service missing resumeparser dependency and enterprise-web .env URL misconfigs | 0.8h | 3m | 3m | 15.0x |
| 35 | Commit 12 dirty repos and push 20 repos across AVIAN monorepo | 1.0h | 4m | 5m | 15.0x |
| 36 | Testing | 3.0h | 12m | 5m | 15.0x |
| 37 | Debugging | 1.0h | 4m | 1m | 15.0x |
| 38 | Debugging | 3.0h | 15m | 3m | 12.0x |
| 39 | Testing | 2.0h | 10m | 3m | 12.0x |
| 40 | Debugging | 0.8h | 4m | 1m | 11.2x |
| 41 | Fix ESLint errors and vitest-axe TypeScript issues across 6 AVIAN clients | 2.0h | 12m | 5m | 10.0x |
| 42 | Debugging | 0.8h | 6m | 3m | 7.5x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 42 |
| Total human-equivalent hours | 332.0 |
| Total Claude minutes | 368 |
| Total supervisory minutes | 133 |
| Total tokens | 2,930,250 |
| Weighted average leverage factor | 54.2x |
| Weighted average supervisory leverage factor | 149.8x |
| Human-equivalent weeks | 8.3 |
Analysis
The highest factor of the day came in at 266.7x and the lowest at 7.5x, a spread of 35.6 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 332.0 human-equivalent hours, or 24 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 133 minutes against 368 minutes of execution, a ratio of about 1 to 3. Supervisory leverage of 149.8x 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.