21 tasks. April 8, 2026 closed at 80.5x weighted leverage across 662.5 human-equivalent hours in 494 minutes of wall-clock time. Supervisory leverage came in at 490.7x.
That is 16.6 weeks of human-equivalent throughput in 8.2 hours. The ceiling was 205.7x; the floor was 9.6x. 17 of the 21 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Design and implement Verified Skill Challenges feature for [unreleased product]: 5 docs (requirements, design, testing strategy, implementation plan, README), 4 DB tables, 13 API endpoints, engine client,… | 120.0h | 35m | 5m | 205.7x |
| 2 | Coding | 24.0h | 8m | 5m | 180.0x |
| 3 | Coding | 40.0h | 15m | 3m | 160.0x |
| 4 | [ip-cluster] v2.0: PDF import system (extractor, analyzer, upload API, CLI, MCP server, frontend, tests, docs) | 80.0h | 35m | 5m | 137.1x |
| 5 | Coding | 40.0h | 18m | 5m | 133.3x |
| 6 | Documentation | 40.0h | 20m | 5m | 120.0x |
| 7 | Design and frontend | 32.0h | 18m | 3m | 106.7x |
| 8 | Coding | 16.0h | 12m | 3m | 80.0x |
| 9 | Enterprise ROI Calculator with industry benchmarks - interactive calculator page with 5-industry benchmark data, savings breakdown, comparison bars, dark mode, responsive, nav/sitemap integration | 16.0h | 12m | 3m | 80.0x |
| 10 | mTLS cert auth for tools fleet: private CA, shared middleware in avian-diagnostics, auth updates across 11 tools, dedicated ALB with trust store, terraform repointing for 10 tools, DNS migration, cert… | 40.0h | 35m | 8m | 68.6x |
| 11 | Documentation audit: audit all 53 AVIAN repos for README, CHANGELOG, requirements, design, testing-strategy; generate 52 CHANGELOGs from git log; create 89 missing docs files; fix 72 filename violations;… | 80.0h | 74m | 3m | 64.9x |
| 12 | Create @avian/about-dialog React component library with framer-motion animations, CSS modules, light/dark mode, matching bug-reporter build tooling | 4.0h | 4m | 5m | 60.0x |
| 13 | [ip-cluster] PDF import system: extractor, content analyzer, upload API, SpecGenerator, CLI, 24-tool MCP server, Import frontend page, 68 tests, Dockerfiles, docs | 80.0h | 85m | 8m | 56.5x |
| 14 | Fix weight loading path + [ip] implementation gap audit (558 claims) + Predictive Session Composition design | 24.0h | 30m | 5m | 48.0x |
| 15 | Auto-generated feature parity matrix for avian-architecture-client: 48 features, 3 clients, drift detection, CI mode | 6.0h | 12m | 2m | 30.0x |
| 16 | renkara.com tools page: grouped tools into 4 logical categories (Dev & Ops, Marketing & Comms, Finance & Business, Content & Productivity), added Built 100% by Claude banner with Anthropic starburst SVG,… | 4.0h | 8m | 2m | 30.0x |
| 17 | avian-architecture-client: auto-generated feature parity matrix script (48 features x 3 clients, CI mode, drift detection) + full-readiness-audit.md update | 6.0h | 22m | 3m | 16.4x |
| 18 | Coding | 4.0h | 15m | 2m | 16.0x |
| 19 | Add [ip-cluster] to supporting-services: Dockerfiles, docker-compose, dashboard HTML/JSON, healthcheck, env config, CLAUDE.md | 2.0h | 8m | 2m | 15.0x |
| 20 | Update full readiness audit to use automated feature parity matrix script | 0.5h | 3m | 1m | 10.0x |
| 21 | Debugging | 4.0h | 25m | 3m | 9.6x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 21 |
| Total human-equivalent hours | 662.5 |
| Total Claude minutes | 494 |
| Total supervisory minutes | 81 |
| Total tokens | 3,467,500 |
| Weighted average leverage factor | 80.5x |
| Weighted average supervisory leverage factor | 490.7x |
| Human-equivalent weeks | 16.6 |
Analysis
The highest factor of the day came in at 205.7x and the lowest at 9.6x, a spread of 21.4 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 120.0 of the 662.5 human-equivalent hours, or 18 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 81 minutes against 494 minutes of execution, a ratio of about 1 to 6. Supervisory leverage of 490.7x 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.