29 tasks. March 25, 2026 closed at 61.0x weighted leverage across 707.5 human-equivalent hours in 696 minutes of wall-clock time. Supervisory leverage came in at 244.8x.
That is 17.7 weeks of human-equivalent throughput in 11.6 hours. The ceiling was 165.5x; the floor was 19.2x. 20 of the 29 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Full deployment readiness audit: 27 repos, 42 issues found, 31 fixed and pushed | 80.0h | 29m | 5m | 165.5x |
| 2 | Newsletter service: full implementation (backend+frontend+MCP+Lambda) 103 files 14349 LOC | 120.0h | 55m | 5m | 130.9x |
| 3 | Rewrite AVIAN training simulator with 5-layer probabilistic architecture (8 files) | 24.0h | 12m | 5m | 120.0x |
| 4 | Build Autopilot UI across all 3 AVIAN clients (web/electron/iOS) - full screen with setup wizard and status dashboard | 40.0h | 25m | 5m | 96.0x |
| 5 | Autonomous Learning Orchestrator - engine + 3 clients + design doc | 80.0h | 50m | 5m | 96.0x |
| 6 | notification-service security hardening (14 fixes: JWT auth/rate limiting/PII masking/Dockerfile/CORS/structured logging/graceful shutdown/CI/CD) | 12.0h | 8m | 3m | 90.0x |
| 7 | Security audit of avian-engine (deserialization/secrets/filesystem/network/crypto/deps/memory) | 16.0h | 12m | 3m | 80.0x |
| 8 | Newsletter service React frontend - complete admin UI with 31 source files | 16.0h | 12m | 5m | 80.0x |
| 9 | Add SEO essentials (OG tags, Twitter cards, canonical URLs, JSON-LD, robots.txt, sitemap.xml) to all 5 AVIAN marketing websites — 82 HTML files + 10 new files | 6.0h | 5m | 5m | 72.0x |
| 10 | Autonomous Learning Orchestrator engine layer (orchestrator.py + 8 REST endpoints + Pydantic models + engine context integration) | 8.0h | 8m | 3m | 60.0x |
| 11 | newsletter-service services layer (7 service classes + __init__) | 8.0h | 8m | 5m | 60.0x |
| 12 | Build MyBooks Phase 1 - monorepo scaffold, 46-table Drizzle schema, auth system, 22 UI components, 6 API CRUD route handlers, 24 web routes, app shell with sidebar/topbar | 40.0h | 45m | 5m | 53.3x |
| 13 | Build MyBooks Phases 2-5: Plaid banking integration, double-entry accounting, financial reports, projects, proposals, AI categorization, cash flow forecasting, 32 web pages, 17 API route modules | 80.0h | 90m | 8m | 53.3x |
| 14 | Write Autonomous Learning Orchestrator design doc - flagship feature spec with architecture/algorithm/API/UX/[ip]/competitive analysis | 16.0h | 18m | 5m | 53.3x |
| 15 | services security audit + hardening (auth+notification+purchase - 37 fixes) | 24.0h | 28m | 51m | 51.4x |
| 16 | purchase-service security hardening and deployment readiness (13 fixes) | 8.0h | 12m | 5m | 40.0x |
| 17 | Create PLAN.md and TESTING.md for MyBooks accounting app - 42 implementation steps and 300+ test cases | 16.0h | 25m | 3m | 38.4x |
| 18 | Newsletter service: Buttondown replacement requirements + technical design + repo setup | 16.0h | 25m | 5m | 38.4x |
| 19 | Build newsletter-service backend core/models/schemas (22 files) | 6.0h | 10m | 3m | 36.0x |
| 20 | auth-service security hardening and deployment readiness (10 fixes) | 4.0h | 8m | 5m | 30.0x |
| 21 | Create READMEs and docs for onboarding-service, resume-parser, [ip-cluster] (7 files) | 6.0h | 12m | 3m | 30.0x |
| 22 | Fix P0+P1 gaps across 3 AVIAN clients (session endpoints/terminology/events/telemetry) | 8.0h | 18m | 5m | 26.7x |
| 23 | Implement 4 upstream [engine subsystem] fixes for node quality (prompt specificity / diversity enforcement / model routing / [engine subsystem] pre-validation) | 8.0h | 18m | 5m | 26.7x |
| 24 | Audit deferred items: engine coverage 69->79% (706 tests), service venv rebuilds, website SEO (5 sites), architecture diagram rebuild | 40.0h | 90m | 5m | 26.7x |
| 25 | Service tagging + enhanced status + resource discovery + docs/README for avian-infrastructure | 8.0h | 20m | 2m | 24.0x |
| 26 | Update auth-service README with security hardening documentation | 1.5h | 4m | 3m | 22.5x |
| 27 | Update CLAUDE.md and README.md across 3 AVIAN client repos (web/electron/iOS) | 4.0h | 12m | 3m | 20.0x |
| 28 | SSM Session Manager for avian-infrastructure prod access | 4.0h | 12m | 3m | 20.0x |
| 29 | Security audit of AVIAN engine REST API and auth layer - 22 findings across 6 files | 8.0h | 25m | 5m | 19.2x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 29 |
| Total human-equivalent hours | 707.5 |
| Total Claude minutes | 696 |
| Total supervisory minutes | 173 |
| Total tokens | 5,486,005 |
| Weighted average leverage factor | 61.0x |
| Weighted average supervisory leverage factor | 244.8x |
| Human-equivalent weeks | 17.7 |
Analysis
The highest factor of the day came in at 165.5x and the lowest at 19.2x, a spread of 8.6 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 80.0 of the 707.5 human-equivalent hours, or 11 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 173 minutes against 696 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 244.8x 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.