30 tasks. March 12, 2026 closed at 38.1x weighted leverage across 270.5 human-equivalent hours in 426 minutes of wall-clock time. Supervisory leverage came in at 142.4x.
That is 6.8 weeks of human-equivalent throughput in 7.1 hours. The ceiling was 133.3x; the floor was 13.3x. 17 of the 30 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Extend tfadm into MCP server (19 tools 2 resources 3 prompts) | 40.0h | 18m | 5m | 133.3x |
| 2 | Implement [unreleased product] [scoring model] level system across avian-ui-react + 3 clients (web/electron/iOS) + [unreleased product] docs in avian-[unreleased product]-web | 24.0h | 25m | 8m | 57.6x |
| 3 | Consolidate two-tier compute + write 10 Lambda handlers for [unreleased product] and marketing-tracker + update DESIGN.md serverless architecture | 24.0h | 25m | 5m | 57.6x |
| 4 | Implement decision fatigue model + MCP server for leverage-tracker (fatigue service schemas router 8 MCP tools + docs) | 16.0h | 18m | 5m | 53.3x |
| 5 | Resume parser: certification-to-AVIAN-domain mapper (80+ static patterns across 10 providers + discovery mode + 42 tests) | 12.0h | 15m | 3m | 48.0x |
| 6 | Resume parser: multi-column PDF parsing + extraction quality fixes (column detection; font metrics; italic handling; skill category merging; false positive engagement filter) | 20.0h | 25m | 5m | 48.0x |
| 7 | Add Provider Mastery page/screen to all 3 avian-app clients (web + electron + iOS) showing provider certifications with [scoring model] mastery and next-up recommendation | 12.0h | 15m | 3m | 48.0x |
| 8 | Modern template design with 20+ files: header/hero/footer/content/pagination/breadcrumbs/articles/tags/posts/archive templates plus 900-line SCSS stylesheet with full dark mode and AOS animations | 16.0h | 22m | 5m | 43.6x |
| 9 | Add abandon enrollment with confirmation modal to all 3 avian-app clients (web + electron + iOS) | 6.0h | 10m | 3m | 36.0x |
| 10 | Implement Provider Mastery screen for avian-app-electron (new screen + CSS + App.tsx wiring + Dashboard button) | 6.0h | 12m | 3m | 30.0x |
| 11 | Implement Provider Mastery page for avian-app-web (persistence + component + CSS + App/Dashboard wiring) | 6.0h | 12m | 5m | 30.0x |
| 12 | iOS onboarding resume upload and choose-path flow | 4.0h | 8m | 3m | 30.0x |
| 13 | Add Release Notes page to avian-app-web with full page component and new-release indicator | 4.0h | 8m | 3m | 30.0x |
| 14 | Add Release Notes screen to avian-app-electron (6 files: content/release-notes.ts + ReleaseNotes.tsx + ReleaseNotes.module.css + wiring in App.tsx/TitleBar/store/preload/ipc) | 4.0h | 8m | 3m | 30.0x |
| 15 | Add Release Notes view to avian-app-ios (model + view + phase + navigation + persistence + Xcode project) | 4.0h | 8m | 3m | 30.0x |
| 16 | Research and compile comprehensive AWS certification hands-on labs master list for all 13 exams | 16.0h | 35m | 5m | 27.4x |
| 17 | Analyze cloudops-tf-config-api-internal Terraform and map to Nimbus configurations with gap analysis | 4.0h | 10m | 2m | 24.0x |
| 18 | Create GitPub Nimbus stack with 8 configurations + target + version + deployment for workloads-api-dev | 6.0h | 15m | 3m | 24.0x |
| 19 | Add KIPP and Skyline ECS Terraform configs to cloudops-tf-config-nimbus (16 files - task defs/services/SGs/TGs/ALB rules/DNS/ECR/IAM) | 6.0h | 15m | 3m | 24.0x |
| 20 | Full SEO overhaul: OG tags + Twitter Cards + JSON-LD + canonical URLs + meta descriptions + sitemap.xml + robots.txt + RSS auto-discovery + CLAUDE.md documentation | 8.0h | 20m | 5m | 24.0x |
| 21 | Add abandon enrollment to avian-app-ios (AuthClient + AppState + DashboardView) | 1.5h | 4m | 3m | 22.5x |
| 22 | Write comprehensive leverage tracking system documentation with CSV schema + fatigue model + bash queries | 3.0h | 8m | 2m | 22.5x |
| 23 | Update nimbus-backend MCP server to Streamable HTTP transport with retry logic | 1.5h | 4m | 3m | 22.5x |
| 24 | Electron onboarding choose-path step: new flow with resume upload/review vs quiz path | 3.0h | 8m | 3m | 22.5x |
| 25 | Implement Provider Mastery view for avian-app-ios (7 files: persistence/phase/state/view/routing/dashboard/xcode) | 4.0h | 12m | 5m | 20.0x |
| 26 | Add abandon enrollment feature to avian-app-web | 2.0h | 6m | 3m | 20.0x |
| 27 | Fix 24 marketing-tracker test failures + test infra fixes across auth-service purchase-service leverage-tracker | 4.0h | 12m | 2m | 20.0x |
| 28 | Onboarding choose-path flow + resume upload/review across 3 clients (web + electron + iOS) | 8.0h | 25m | 5m | 19.2x |
| 29 | Add abandon enrollment (unenroll domain) feature to avian-app-electron across 6 files | 1.5h | 5m | 3m | 18.0x |
| 30 | Convert 3 MCP servers from stdio to Streamable HTTP transport with connection pooling and retry logic | 4.0h | 18m | 5m | 13.3x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 30 |
| Total human-equivalent hours | 270.5 |
| Total Claude minutes | 426 |
| Total supervisory minutes | 114 |
| Total tokens | 2,442,500 |
| Weighted average leverage factor | 38.1x |
| Weighted average supervisory leverage factor | 142.4x |
| Human-equivalent weeks | 6.8 |
Analysis
The highest factor of the day came in at 133.3x and the lowest at 13.3x, a spread of 10.0 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 270.5 human-equivalent hours, or 15 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 114 minutes against 426 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 142.4x 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.