28 tasks. March 10, 2026 closed at 53.2x weighted leverage across 418.0 human-equivalent hours in 471 minutes of wall-clock time. Supervisory leverage came in at 220.0x.
That is 10.4 weeks of human-equivalent throughput in 7.8 hours. The ceiling was 200.0x; the floor was 9.0x. 18 of the 28 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | AVIAN [unreleased product] comprehensive PRD (2027 lines) - 13 sections covering executive summary user personas features data model API frontend subscription privacy integrations NFRs security roadmap… | 40.0h | 12m | 5m | 200.0x |
| 2 | Append sections 6-16 to AVIAN [unreleased product] DESIGN.md (frontend arch + data pipeline + search + caching + auth + anti-gaming + performance + monitoring + security + project structure + dev workflow) | 24.0h | 12m | 3m | 120.0x |
| 3 | AVIAN [unreleased product]: create private GitHub repo + draft 7656-line requirements and design documents (PRD + full technical design) | 80.0h | 45m | 5m | 106.7x |
| 4 | Infra redesign: VPC optional mode + tools EC2 tier (t4g.medium) + DESIGN.md restructure + config/provisioner updates (8 files) | 24.0h | 15m | 5m | 96.0x |
| 5 | i18n setup for avian-app-electron with react-i18next and German locale | 40.0h | 25m | 5m | 96.0x |
| 6 | RDS multi-SG + DB initialization + time-tracker Alembic + security groups update (6 files) | 16.0h | 12m | 4m | 80.0x |
| 7 | Add exam info fields (who_should_take exam_structure topics_and_objectives certification_benefits) to 13 AWS domain spec JSON files with web-sourced salary data | 8.0h | 8m | 3m | 60.0x |
| 8 | i18n setup for avian-app-web: react-i18next config + 9 EN/DE namespace files + 22 component localizations + language selector + env vars | 24.0h | 25m | 5m | 57.6x |
| 9 | AVIAN [unreleased product] technical design document (first half) - architecture/stack/schema/API/tier algorithm - 1300 lines | 16.0h | 18m | 5m | 53.3x |
| 10 | AccelaStudy Infinite + AVIAN Engine integration design doc (6 features architecture data models Core ML plan 14-week roadmap cost estimates) | 16.0h | 20m | 5m | 48.0x |
| 11 | Tools domains to renkara.com + wildcard cert integration + per-service hosted zones (4 files) | 6.0h | 8m | 3m | 45.0x |
| 12 | Add Spanish and French translations to iOS app localization catalog + locale picker | 6.0h | 8m | 5m | 45.0x |
| 13 | iOS i18n: LocalizationManager + Phase/Constants/AppState localization + pbxproj + 275 xcstrings entries with German | 8.0h | 12m | 3m | 40.0x |
| 14 | Fix all Mermaid diagram label compliance (73 labels: decision diamonds + bare terminals + cross-figure connectors) across 103 diagrams in 13 [ip] apps + regenerate filing packages | 30.0h | 45m | 8m | 40.0x |
| 15 | Write comprehensive test suite for avian-enterprise-web (289 tests: unit/integration/E2E) | 16.0h | 25m | 5m | 38.4x |
| 16 | Audit and review | 16.0h | 25m | 5m | 38.4x |
| 17 | Brand identity rollout: iOS app icons + brand colors across 5 repos (10 theme files) + bird icon in 4 web client headers + npm workspace setup + dark mode default | 8.0h | 15m | 5m | 32.0x |
| 18 | Add Spanish/French locales + FlagPicker to avian-app-electron | 6.0h | 12m | 3m | 30.0x |
| 19 | Add exam info fields to 16 Azure domain spec JSONs | 4.0h | 8m | 3m | 30.0x |
| 20 | Add exam info fields (who_should_take/exam_structure/topics_and_objectives/certification_benefits) to 11 GCP domain spec JSON files | 4.0h | 8m | 3m | 30.0x |
| 21 | Instrument 6 Cloud-U-L8r services with distributed tracing (go.mod + main.go) | 1.5h | 4m | 3m | 22.5x |
| 22 | Add Spanish/French i18n locales and FlagPicker component to avian-app-web | 6.0h | 18m | 3m | 20.0x |
| 23 | Instrument 9 Cloud-U-L8r services with distributed tracing (go.mod + main.go) | 1.5h | 5m | 3m | 18.0x |
| 24 | Debugging | 4.0h | 15m | 3m | 16.0x |
| 25 | Regenerate iOS DomainCatalog.swift with UUIDs from web catalog + fix DomainSelectView filtering | 2.0h | 8m | 3m | 15.0x |
| 26 | Integrate Phosphor Icons into avian-app-electron - replaced all inline SVGs/emoji/unicode icons across 14 TSX files | 4.0h | 18m | 3m | 13.3x |
| 27 | Integrate Phosphor Icons across avian-app-web - replaced 50+ inline SVGs and unicode icons with Phosphor components across 20 TSX files | 4.0h | 25m | 5m | 9.6x |
| 28 | Fix documentation link handling in [ip]-explorer: internal .md routing + hash anchor scrollIntoView + custom rehype slug plugin stripping numbered prefixes (3 files) | 3.0h | 20m | 3m | 9.0x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 28 |
| Total human-equivalent hours | 418.0 |
| Total Claude minutes | 471 |
| Total supervisory minutes | 114 |
| Total tokens | 2,933,500 |
| Weighted average leverage factor | 53.2x |
| Weighted average supervisory leverage factor | 220.0x |
| Human-equivalent weeks | 10.4 |
Analysis
The highest factor of the day came in at 200.0x and the lowest at 9.0x, a spread of 22.2 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 418.0 human-equivalent hours, or 10 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 114 minutes against 471 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 220.0x 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.