32 tasks. March 26, 2026 closed at 24.2x weighted leverage across 309.5 human-equivalent hours in 766 minutes of wall-clock time. Supervisory leverage came in at 168.8x.
That is 7.7 weeks of human-equivalent throughput in 12.8 hours. The ceiling was 96.0x; the floor was 2.7x. 23 of the 32 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Issue tracker: project hierarchy + Trello import (model/schema/service/routes/migration/frontend/MCP/docs) | 40.0h | 25m | 5m | 96.0x |
| 2 | Electron feature parity: Code Lab + Notification Service integration | 16.0h | 12m | 3m | 80.0x |
| 3 | Add comprehensive test suite (92 tests) to avian-auth-client OIDC library | 4.0h | 4m | 3m | 60.0x |
| 4 | Full deployment readiness audit: 37 repos scanned - findings report - 6 repos fixed and pushed - ecosystem inventory regenerated | 40.0h | 45m | 5m | 53.3x |
| 5 | Add Stripe webhook handler tests (purchase-service) - 19 tests covering sig verification idempotency all event types edge cases | 4.0h | 5m | 3m | 48.0x |
| 6 | Add vitest test suite to avian-ui-react (122 tests, 8 files) | 4.0h | 5m | 3m | 48.0x |
| 7 | Stripe SDK upgrade 8.x to 15.x in purchase-service | 4.0h | 6m | 3m | 40.0x |
| 8 | Add test suite to avian-console-sim-react (182 tests, 10 files) | 6.0h | 10m | 3m | 36.0x |
| 9 | Audit follow-up: newsletter tests (101) + electron code lab + notifications + Stripe 8→15 upgrade + auth tests (54) - 4 repos | 32.0h | 55m | 5m | 34.9x |
| 10 | Resolve audit findings: 13 issues across 12 repos — TS builds (web 115 errs, electron 126 errs), auth regression, onboarding coverage 52->88%, scorm-rte, [ip]-explorer types, resume-parser venv | 24.0h | 45m | 3m | 32.0x |
| 11 | auth-service test coverage 67%→75% (avatar/social/cert services) | 6.0h | 12m | 3m | 30.0x |
| 12 | Add comprehensive test suite to newsletter-service (101 tests) | 16.0h | 35m | 5m | 27.4x |
| 13 | Add vitest test suite to avian-activities-react (107 tests, 11 files) | 6.0h | 15m | 3m | 24.0x |
| 14 | Add deprecation notices to 3 legacy repos + leverage-tracker cleanup | 1.5h | 4m | 3m | 22.5x |
| 15 | notification-service test coverage: 6 modules from 0% to 85% overall | 3.0h | 8m | 3m | 22.5x |
| 16 | Regenerate ecosystem inventory for 37 AVIAN repos with current LOC/test/commit data | 3.0h | 8m | 3m | 22.5x |
| 17 | Full deployment readiness audit: scan 37 repos, fix 19 repos (security, ports, tests, docs, coverage), push all | 40.0h | 108m | 5m | 22.2x |
| 18 | Integrate emailmd render service into newsletter-service (sidecar + backend + frontend) | 6.0h | 18m | 3m | 20.0x |
| 19 | Newsletter service: transactional emails + form-POST subscribe + welcome automation + model fixes | 10.0h | 30m | 5m | 20.0x |
| 20 | Fix auth-service 4 failing tests and improve coverage from 51% to 77% | 4.0h | 12m | 3m | 20.0x |
| 21 | Update all stale numbers across avian-planning repo (15 files) | 4.0h | 12m | 3m | 20.0x |
| 22 | Fix issue-tracker 36 test failures (integration conftest event loop + rate limiter) | 4.0h | 12m | 3m | 20.0x |
| 23 | Revise avian-planning business/marketing content for expanded portfolio maturity (7 docs) | 8.0h | 25m | 5m | 19.2x |
| 24 | Fix domain spec counts (846->854 Oracle 83->91) and lab counts (1868->1894) across 4 files + create 3 missing READMEs ([unreleased product]-web enterprise-web newsletter-service) | 1.5h | 6m | 3m | 15.0x |
| 25 | Generate ecosystem inventory across 37+ AVIAN repos with fresh LOC/test/commit data | 2.0h | 8m | 3m | 15.0x |
| 26 | Migrate 3 services from python-jose to PyJWT | 1.5h | 6m | 3m | 15.0x |
| 27 | Fix auth-service port inconsistency (8100->8000) across 2 clients + rotate JWT signing key and remove private.pem from git | 2.0h | 8m | 3m | 15.0x |
| 28 | Fix port misconfigurations across 4 AVIAN client repos + create ports.md | 2.0h | 8m | 3m | 15.0x |
| 29 | Deploy newsletter-service to prod — ECR + Docker + ALB + CloudFront + Route53 + DB + container | 6.0h | 35m | 3m | 10.3x |
| 30 | Re-enable vite-plugin-dts in avian-ui-react to fix missing .d.ts declarations | 0.5h | 3m | 2m | 10.0x |
| 31 | Fix 85 TS6305 errors in avian-app-electron by adding files:[] to root tsconfig | 0.5h | 3m | 2m | 10.0x |
| 32 | Full deployment readiness audit: 37 repos scanned, 44 issues found, 30+ fixed, 4700+ lines of tests added | 8.0h | 178m | 5m | 2.7x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 32 |
| Total human-equivalent hours | 309.5 |
| Total Claude minutes | 766 |
| Total supervisory minutes | 110 |
| Total tokens | 3,751,000 |
| Weighted average leverage factor | 24.2x |
| Weighted average supervisory leverage factor | 168.8x |
| Human-equivalent weeks | 7.7 |
Analysis
The highest factor of the day came in at 96.0x and the lowest at 2.7x, 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 40.0 of the 309.5 human-equivalent hours, or 13 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 110 minutes against 766 minutes of execution, a ratio of about 1 to 7. Supervisory leverage of 168.8x 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.