37 tasks. April 12, 2026 closed at 119.5x weighted leverage across 1,222.8 human-equivalent hours in 614 minutes of wall-clock time. Supervisory leverage came in at 524.0x.
That is 30.6 weeks of human-equivalent throughput in 10.2 hours. The ceiling was 480.0x; the floor was 10.9x. 19 of the 37 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Implement AVIAN [engine subsystem] phases 3-12: full backend (RAG brain, decay model, LLM answerer, warm-start seeder, feedback ingestor), 16 Playwright page objects, worker subprocess + orchestrator,… | 160.0h | 20m | 2m | 480.0x |
| 2 | Deployment | 480.0h | 90m | 5m | 320.0x |
| 3 | Codex technical design doc (14 ORM models, 12 services, 9 integrations, MCP server, WebSocket, frontend architecture) + comprehensive testing strategy (774 tests: 538 backend, 141 frontend unit, 95 E2E… | 80.0h | 25m | 2m | 192.0x |
| 4 | Write comprehensive test suite for AVIAN [engine subsystem]: 576 tests across 19 test files, coverage from 9% to 82%. Brain tests (RAG, ingestor, answerer, seeder, prompts, decay), API+services tests (events,… | 40.0h | 15m | 2m | 160.0x |
| 5 | Documentation | 40.0h | 15m | 3m | 160.0x |
| 6 | AVIAN [engine subsystem] backend foundation: pyproject, docker-compose, 4 student profiles, config, SQLAlchemy models, SSE events, brain types/prompts/decay/RAG brain/ingestor/seeder/answerer, all init files… | 12.0h | 5m | 8m | 144.0x |
| 7 | Codex phased build plan: 10 phases from scaffolding through production hardening, covering infrastructure provisioning (Terraform, ECR, SSM, CodePipeline, ALB, Route53), all 774 tests mapped to phases,… | 24.0h | 10m | 1m | 144.0x |
| 8 | Deployment | 80.0h | 35m | 5m | 137.1x |
| 9 | Lab testing framework scaffold for AVIAN [engine subsystem] - generator, base class, conftest, 132 test files covering 2048 labs | 16.0h | 8m | 5m | 120.0x |
| 10 | Create AVIAN [engine subsystem] repo scaffold with comprehensive docs suite (requirements, design, technical strategy, [ip] analysis, CLAUDE.md, README.md), initialize git, create GitHub repo, update root… | 16.0h | 8m | 5m | 120.0x |
| 11 | Create compliance-audit.md (SOC 2/GDPR/CCPA) with 12 sections covering all 20 gaps from compliance readiness plan, wire into full readiness audit | 6.0h | 5m | 2m | 72.0x |
| 12 | Coding | 40.0h | 35m | 5m | 68.6x |
| 13 | Deployment | 40.0h | 35m | 5m | 68.6x |
| 14 | Design and frontend | 8.0h | 8m | 5m | 60.0x |
| 15 | Enterprise website content expansion: Origin and Compliance pages with nav/footer/homepage updates | 8.0h | 8m | 5m | 60.0x |
| 16 | Testing | 16.0h | 18m | 5m | 53.3x |
| 17 | Comprehensive E2E student journey test: CLF→SAA-C03 with 7 phases (onboarding, 5 activity modes x3 rounds, sick day decay, recovery, practice exam, readiness check) | 16.0h | 20m | 5m | 48.0x |
| 18 | Coding | 12.0h | 15m | 3m | 48.0x |
| 19 | Coding | 6.0h | 8m | 5m | 45.0x |
| 20 | Coding | 6.0h | 8m | 5m | 45.0x |
| 21 | Coding | 3.0h | 4m | 3m | 45.0x |
| 22 | Coding | 6.0h | 8m | 3m | 45.0x |
| 23 | Audit and review | 40.0h | 56m | 3m | 42.9x |
| 24 | Comprehensive E2E student journey: 16-step tour, 5 activity modes, 75 activities, sick day sim, exam, visual audit (29 issues found), tour update with 8 new features, Vite proxy fix | 40.0h | 60m | 10m | 40.0x |
| 25 | Infrastructure | 8.0h | 20m | 3m | 24.0x |
| 26 | Write vantalect.com website-specification.md (332-line site prompt with 6 case studies) | 3.0h | 8m | 5m | 22.5x |
| 27 | Deployment | 1.0h | 3m | 2m | 20.0x |
| 28 | Write acudef.com website-specification.md (Acumen Defensive, military palette) | 2.0h | 6m | 4m | 20.0x |
| 29 | Audit all websites for 200s — fix avian S3 Block Public Access + enterprise DNS A record | 1.5h | 5m | 3m | 18.0x |
| 30 | Standardize leadership sections, sync [unreleased product] CSS, fix AccelaStudy AI branding across all jinja templates, add About to [unreleased product] desktop nav across 3 AccelaStudy websites | 4.0h | 15m | 5m | 16.0x |
| 31 | Wire auth-service login/register URLs into accelastudy.ai header + pricing | 0.5h | 2m | 2m | 15.0x |
| 32 | Fix Block Public Access on 4 StrataForge sites (the-deferral, mercer, luthan, elysium) | 0.5h | 2m | 2m | 15.0x |
| 33 | Add tabbed directory/launch page to supporting-services dashboard with tool icons, production URLs, and 7 website sections | 3.0h | 12m | 3m | 15.0x |
| 34 | Coding | 0.5h | 2m | 2m | 15.0x |
| 35 | Tear down innovativeintellect.com (S3 + CloudFront + Route 53 + zone) | 1.0h | 5m | 2m | 12.0x |
| 36 | Fix inevitable.charlessieg.com SiteName mismatch + deploy 72-page staging | 0.8h | 4m | 2m | 11.2x |
| 37 | Full readiness audit: services + libraries (5 repos) - fix auth-client DPoP test mocks and bug-reporter build | 2.0h | 11m | 3m | 10.9x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 37 |
| Total human-equivalent hours | 1,222.8 |
| Total Claude minutes | 614 |
| Total supervisory minutes | 140 |
| Total tokens | 4,129,000 |
| Weighted average leverage factor | 119.5x |
| Weighted average supervisory leverage factor | 524.0x |
| Human-equivalent weeks | 30.6 |
Analysis
The highest factor of the day came in at 480.0x and the lowest at 10.9x, a spread of 44.0 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 160.0 of the 1,222.8 human-equivalent hours, or 13 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 140 minutes against 614 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 524.0x 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.