35 tasks. March 11, 2026 closed at 67.8x weighted leverage across 602.5 human-equivalent hours in 533 minutes of wall-clock time. Supervisory leverage came in at 254.6x.
That is 15.1 weeks of human-equivalent throughput in 8.9 hours. The ceiling was 160.0x; the floor was 15.0x. 26 of the 35 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Task Tracker backend core infrastructure - 35 files (models/schemas/config/auth/alembic/tests) | 16.0h | 6m | 3m | 160.0x |
| 2 | Implement Phase B certification system in auth-service (migration + model + schemas + service + API) | 20.0h | 8m | 3m | 150.0x |
| 3 | Student profile system: design + full implementation across 6 repos (auth-service purchase-service avian-app-web avian-app-electron avian-app-ios avian-architecture) - profile pages certification verification… | 120.0h | 55m | 10m | 130.9x |
| 4 | Comprehensive business planning update - 10 docs rewritten for /mo pricing [unreleased product] Enterprise launch-to-IPO roadmap | 40.0h | 25m | 5m | 96.0x |
| 5 | Built resume-parser from design spec: 81 files 7351 LOC 6 parsers 4 renderers website generator LLM integration 129 tests | 80.0h | 50m | 5m | 96.0x |
| 6 | Build Task Tracker web app (150 files full-stack) | 40.0h | 25m | 5m | 96.0x |
| 7 | Implement student profile page (ProfilePage + AvatarUpload + CertificationCard + profile API client + App.tsx integration) for avian-app-web | 28.0h | 18m | 5m | 93.3x |
| 8 | Phase A Student Profile system - auth-service (migration + 13 files: models/schemas/services/endpoints for profile/avatar/[unreleased product]/privacy/account) | 28.0h | 18m | 5m | 93.3x |
| 9 | Exam Info shared component + 3-client implementation (avian-ui-react + web refactor + electron + iOS) | 16.0h | 12m | 5m | 80.0x |
| 10 | Task Tracker frontend scaffold: 57 files (React 19/Vite 6/TS) with components/pages/hooks/API/auth/CSS modules | 16.0h | 12m | 3m | 80.0x |
| 11 | Build Task Tracker backend API routes and services (19 files: 7 services + 10 routes + exceptions + main.py update) | 16.0h | 12m | 5m | 80.0x |
| 12 | Implement student profile screen in avian-app-electron (types + auth client + IPC + preload + renderer API + Profile.tsx + CSS + App.tsx integration) | 20.0h | 18m | 5m | 66.7x |
| 13 | AVIAN [unreleased product] Phase 2: auth middleware + recruiter profile + layout shell + dashboard + settings (18 files) | 20.0h | 18m | 2m | 66.7x |
| 14 | Create task-tracker-ios repo with iOS requirements and design docs from web counterparts | 8.0h | 8m | 3m | 60.0x |
| 15 | Add exam info metadata to 40 cloud domain specs + write implementation prompt | 16.0h | 18m | 3m | 53.3x |
| 16 | Implement student profile view in avian-app-ios (Phase enum + ProfileModels + AuthClient actor + ProfileView + CertificationCardView + AddCertificationView + AppState/PersistenceManager extensions +… | 20.0h | 25m | 5m | 48.0x |
| 17 | AVIAN [unreleased product] Phase 1: project scaffolding + database schema + app shells (57 files 12 tables) | 16.0h | 22m | 3m | 43.6x |
| 18 | Wire exam-info-landing enrollment flow in avian-app-web | 4.0h | 6m | 3m | 40.0x |
| 19 | Update acquisition scenarios + enterprise training docs with [unreleased product]/LMS/pricing/valuations | 8.0h | 12m | 5m | 40.0x |
| 20 | Add student profile billing endpoints to purchase-service (portal/change-plan/invoices) | 3.0h | 5m | 3m | 36.0x |
| 21 | Rewrite valuation/funding doc for pre-launch reality with 9 major changes | 3.0h | 5m | 3m | 36.0x |
| 22 | Implement Exam Info screen in avian-app-electron (screen + CSS + i18n 4 locales + App/Dashboard/i18n wiring) | 3.0h | 5m | 3m | 36.0x |
| 23 | Full-stack Exam Info page: engine models + gateway + types + React component + CSS + i18n (4 locales) | 24.0h | 45m | 8m | 32.0x |
| 24 | Rewrite 3 pitch deck files: seed->bootstrapped growth plan + Series A first raise + Series B updates with [unreleased product]/CE | 4.0h | 8m | 5m | 30.0x |
| 25 | Things 3 SQLite import feature for Task Tracker (service + route + schema + main.py) | 4.0h | 8m | 3m | 30.0x |
| 26 | Implement ExamInfoView in avian-app-ios with new API model structs and optional type fixes | 3.0h | 6m | 5m | 30.0x |
| 27 | Add user enrollment tracking system to auth-service (migration + model + schema + service + API + registration) | 2.0h | 4m | 3m | 30.0x |
| 28 | Add AUTH_DISABLED support to marketing-tracker (backend+frontend+docker) | 1.5h | 4m | 3m | 22.5x |
| 29 | Wire exam-info-landing enrollment flow in avian-app-electron | 4.0h | 12m | 3m | 20.0x |
| 30 | Write unit tests for Things 3 import service (31 tests covering helpers + DB read + full async import) | 2.0h | 6m | 3m | 20.0x |
| 31 | Wire ExamInfoLanding enrollment flow in avian-app-ios (6 files) | 4.0h | 12m | 3m | 20.0x |
| 32 | Manifest patching pipeline: 3 rounds of patches for exam_metadata + goal_taxonomy across 40+ domains | 8.0h | 25m | 5m | 19.2x |
| 33 | Trademark replacement (™→®) across 3 clients (32 files) | 2.0h | 8m | 3m | 15.0x |
| 34 | Add AUTH_DISABLED support to leverage-tracker (backend + frontend + docker-compose) | 1.0h | 4m | 3m | 15.0x |
| 35 | Add Import from Things button and modal to Task Tracker frontend | 2.0h | 8m | 3m | 15.0x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 35 |
| Total human-equivalent hours | 602.5 |
| Total Claude minutes | 533 |
| Total supervisory minutes | 142 |
| Total tokens | 3,603,005 |
| Weighted average leverage factor | 67.8x |
| Weighted average supervisory leverage factor | 254.6x |
| Human-equivalent weeks | 15.1 |
Analysis
The highest factor of the day came in at 160.0x and the lowest at 15.0x, a spread of 10.7 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 16.0 of the 602.5 human-equivalent hours, or 3 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 142 minutes against 533 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 254.6x 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.