87 tasks. March 9, 2026 closed at 60.6x weighted leverage across 1,524.8 human-equivalent hours in 1,509 minutes of wall-clock time. Supervisory leverage came in at 247.6x.
That is 38.1 weeks of human-equivalent throughput in 25.1 hours. The ceiling was 384.0x; the floor was 7.5x. 52 of the 87 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Scaffold full AVIAN Enterprise web app: FastAPI backend (multi-tenant + LTI 1.3 + xAPI + SCORM + content pipeline) + React 19 SPA (admin console + learner experience + 14 views) + SCORM RTE shim + Docker… | 160.0h | 25m | 5m | 384.0x |
| 2 | Build full backend for AccelaStudy AI Marketing Platform: 11 services + 7 channel adapters + LLM client + brand voice + 6 prompt templates + 9 API route files + 7 workers + 4 schemas + models - 8628 lines… | 120.0h | 25m | 10m | 288.0x |
| 3 | Build full AccelaStudy AI marketing platform (142 files 22K lines) | 160.0h | 35m | 5m | 274.3x |
| 4 | Build full AccelaStudy AI marketing platform (142 files, 22K lines) | 160.0h | 35m | 5m | 274.3x |
| 5 | Documentation | 120.0h | 45m | 10m | 160.0x |
| 6 | Build complete React frontend for AccelaStudy AI Marketing Platform (58 files: 9 sections with CSS Modules + dark mode + mock data + TipTap + Recharts + routing) | 40.0h | 25m | 5m | 96.0x |
| 7 | Build complete [ip]-explorer React 19 frontend (58 components; 85 files; types/hooks/API clients/Layout/PatentViewer/DiagramViewer/ElifPane/Chat/Search/Analytics/CounselPacket; CSS Modules; light+dark theme;… | 40.0h | 25m | 5m | 96.0x |
| 8 | AVIAN Enterprise requirements doc + technical design (LTI/xAPI/SCORM/content ingestion) | 40.0h | 25m | 5m | 96.0x |
| 9 | Build [ip]-explorer full-stack app (120 files - FastAPI backend + React 19 frontend + Docker Compose) | 40.0h | 35m | 5m | 68.6x |
| 10 | avian-electron feature propagation (question bank MCQ / readiness predictor / competitive multiplayer / TTS / lesson modal / dashboard integration) | 40.0h | 35m | 5m | 68.6x |
| 11 | Rewrite AccelaStudy privacy policy and ToS for GDPR/CCPA/COPPA/ePrivacy compliance | 8.0h | 8m | 5m | 60.0x |
| 12 | Issue-tracker React 18→19 upgrade | 1.0h | 1m | 0m | 60.0x |
| 13 | Rewrite privacy policy and ToS for GDPR/CCPA/COPPA/ePrivacy compliance | 8.0h | 8m | 5m | 60.0x |
| 14 | Create 11 CE domain specs (5 Legal CLE + 6 Accounting CPE) with 60-65 leaves each | 24.0h | 25m | 5m | 57.6x |
| 15 | Build [ip]-explorer FastAPI backend (25 files: config + db + models + 7 services + 6 API routers + Dockerfile + alembic migrations) | 24.0h | 25m | 5m | 57.6x |
| 16 | Integration + E2E test suites for all 5 tool apps (88 integration tests + 5 Playwright suites) plus vitest e2e exclusion fix | 24.0h | 25m | 5m | 57.6x |
| 17 | Port viz to avian-admin R3F + fix all TS errors + commit/push/delete viz repo | 40.0h | 45m | 5m | 53.3x |
| 18 | Rewrite time-tracker backend Flask to FastAPI (11 models 9 routes 10 schemas async DB seed service) | 16.0h | 18m | 5m | 53.3x |
| 19 | Create comprehensive backend+frontend test suites for [ip]-explorer (90 tests) | 8.0h | 10m | 3m | 48.0x |
| 20 | Create [ip]-explorer test suites: 70 backend + 20 frontend tests all passing | 8.0h | 10m | 3m | 48.0x |
| 21 | Full AVIAN monorepo reorg: viz port + 7 renames + 24-repo reorg + cross-ref fixes + port standardization + READMEs + workspace cleanup | 80.0h | 120m | 30m | 40.0x |
| 22 | Create comprehensive backend+frontend test suites for marketing-tracker (75 backend + 23 frontend tests) | 16.0h | 25m | 5m | 38.4x |
| 23 | Full spec hardening sweep — soften absolute language + vary boilerplate across 13 apps | 16.0h | 25m | 3m | 38.4x |
| 24 | Create time-tracker test suites: 71 backend + 40 frontend tests all passing + PDF bug fix | 16.0h | 25m | 5m | 38.4x |
| 25 | Create marketing-tracker test suites: 75 backend + 23 frontend tests all passing | 16.0h | 25m | 5m | 38.4x |
| 26 | Marketing tracker integration tests + E2E Playwright tests + 3 model bug fixes | 16.0h | 25m | 5m | 38.4x |
| 27 | Convert 67-chapter book to static site with full AWS infrastructure provisioning (S3 + ACM + CloudFront + Route 53 + DNS) | 16.0h | 25m | 5m | 38.4x |
| 28 | Comprehensive test suite for time-tracker (71 backend + 40 frontend tests) | 16.0h | 25m | 5m | 38.4x |
| 29 | Create backend integration tests and frontend E2E Playwright tests for [ip]-explorer | 24.0h | 40m | 5m | 36.0x |
| 30 | Create integration tests and E2E Playwright tests for leverage-tracker | 16.0h | 30m | 5m | 32.0x |
| 31 | Update Implementation_Plan.md and Application_Interface.md architecture docs to v1.1 | 4.0h | 8m | 3m | 30.0x |
| 32 | [ip]-explorer: screen-ready SVG pipeline + app card wrap fix + alphanumeric fig ID parsing | 6.0h | 12m | 3m | 30.0x |
| 33 | Create leverage-tracker test suites: 31 backend + 29 frontend tests all passing | 6.0h | 12m | 3m | 30.0x |
| 34 | Rename marketing-tracker src/marketing to backend/app with 178 import updates | 2.0h | 4m | 1m | 30.0x |
| 35 | Add Documentation section to [ip]-explorer (backend service + API + frontend list/viewer + 30 docs across 8 categories) | 6.0h | 12m | 2m | 30.0x |
| 36 | Create comprehensive backend + frontend test suites for leverage-tracker (31 backend + 29 frontend tests) | 6.0h | 12m | 3m | 30.0x |
| 37 | Debugging | 4.0h | 8m | 3m | 30.0x |
| 38 | Set up npm workspace for AVIAN monorepo with 8 workspace packages | 1.5h | 3m | 2m | 30.0x |
| 39 | Update 3 architecture docs: Lesson Testing Visualization | 4.0h | 8m | 3m | 30.0x |
| 40 | Add privacy API endpoints (account deletion + data export + consent + analytics opt-out) | 4.0h | 8m | 3m | 30.0x |
| 41 | Add privacy API endpoints (account deletion + data export + consent fields + analytics opt-out + tests) | 4.0h | 8m | 3m | 30.0x |
| 42 | Update brand colors across all AVIAN web clients (10 files 5 repos) | 2.0h | 4m | 3m | 30.0x |
| 43 | Update brand colors across all AVIAN web clients (10 files, 5 repos) | 2.0h | 4m | 3m | 30.0x |
| 44 | Create comprehensive backend test suite for issue-tracker (82 tests across 8 files) | 8.0h | 18m | 3m | 26.7x |
| 45 | Create issue-tracker backend test suite: 82 tests (81 pass + 1 xfail) | 8.0h | 18m | 3m | 26.7x |
| 46 | Split leverage-tracker into backend/frontend matching gold standard architecture | 4.0h | 9m | 3m | 26.7x |
| 47 | Fix stale project/repo name references across client repos (avian-demo→avian-app-web avian-electron→avian-app-electron) | 2.0h | 5m | 3m | 24.0x |
| 48 | Debugging | 2.0h | 5m | 3m | 24.0x |
| 49 | Add CSV/JSON export to leverage-tracker (backend endpoint + frontend UI) | 3.0h | 8m | 2m | 22.5x |
| 50 | Update AVIAN engine port assignments (8080→3100 8081→3101 50051→3102) and Redis→Valkey across 31 files | 3.0h | 8m | 3m | 22.5x |
| 51 | Fix Mermaid diagram reference numerals for Applications I and J (14 diagrams) | 3.0h | 8m | 3m | 22.5x |
| 52 | Fix all unlabeled Mermaid diagram nodes in [ip] Applications C and D (80+ labels across 15 diagram files) | 3.0h | 8m | 3m | 22.5x |
| 53 | Fix reference numerals in 14 Mermaid diagrams for [ip] Applications E and F | 3.0h | 8m | 3m | 22.5x |
| 54 | Add iOS Privacy Manifest ATT and analytics opt-out | 3.0h | 8m | 3m | 22.5x |
| 55 | Add AVIAN bird icon to all web client headers and favicons | 3.0h | 8m | 3m | 22.5x |
| 56 | Convert 67 markdown book chapters to Static CMS article format with frontmatter tags and topics | 1.5h | 4m | 3m | 22.5x |
| 57 | Fix [ip] diagram reference numerals for Apps K/L/M (27 diagrams) | 4.0h | 12m | 3m | 20.0x |
| 58 | Fix [ip] diagram reference numerals for Applications H I J (23 diagrams) | 4.0h | 12m | 3m | 20.0x |
| 59 | [ip-office] filing readiness audit of [ip] apps D E F - section order + claims + figures + language hardening + abstract + domain-agnostic + core + 112f + cross-refs | 6.0h | 18m | 3m | 20.0x |
| 60 | Fix reference numerals in 27 Mermaid diagrams for [ip] Applications K/L/M | 4.0h | 12m | 3m | 20.0x |
| 61 | Fix [ip] diagram reference numerals for Apps E F G - 20 diagrams | 4.0h | 12m | 3m | 20.0x |
| 62 | Convert time-tracker frontend React 18+JS to React 19+TS+Vite 6 with CSS Modules | 8.0h | 25m | 5m | 19.2x |
| 63 | Convert time-tracker frontend from React 18+JS to React 19+TS+Vite 6 | 8.0h | 25m | 5m | 19.2x |
| 64 | Create PostgreSQL integration tests for issue-tracker (34 tests across 6 files; fixed 2 app bugs) | 8.0h | 25m | 5m | 19.2x |
| 65 | Add privacy consent collection cookie banner and analytics opt-out for AccelaStudy web | 3.0h | 10m | 5m | 18.0x |
| 66 | Add consent UI cookie banner and analytics opt-out to web app | 3.0h | 10m | 5m | 18.0x |
| 67 | Create/update README.md for 6 AVIAN tool repos | 1.5h | 5m | 3m | 18.0x |
| 68 | Update Origin_Reference_Architecture.md and ML_Inference_Layer.md to v1.1 with 6-phase pipeline and current model refs | 4.0h | 15m | 5m | 16.0x |
| 69 | Fix 201 remaining unlabeled diagram nodes across 103 [ip] figures for [ip-office] filing | 8.0h | 30m | 5m | 16.0x |
| 70 | Fix marketing-tracker: docker-compose + React 19 + Vite 6 + dep consolidation | 2.0h | 8m | 3m | 15.0x |
| 71 | Update AVIAN architecture docs (README.md + System_Architecture.md) | 2.0h | 8m | 5m | 15.0x |
| 72 | Fix Mermaid diagram reference numerals for Applications G and H - 15 diagrams audited 8 corrections | 2.0h | 8m | 3m | 15.0x |
| 73 | Update architecture docs Data_Model.md and Conversational_Assistant_Design.md with new data structures and [ip] coverage | 3.0h | 12m | 3m | 15.0x |
| 74 | Fix reference numerals in App A Mermaid diagrams (8 files) | 2.0h | 8m | 3m | 15.0x |
| 75 | Create shared README and scan libs for stale name references | 0.8h | 3m | 2m | 15.0x |
| 76 | Update auth/purchase service port assignments across all configs and docs | 2.0h | 8m | 3m | 15.0x |
| 77 | Debugging | 6.0h | 25m | 5m | 14.4x |
| 78 | AVIAN directory reorg: rename 4 repos + reorganize 24 repos into 8 folders + commit/push all | 8.0h | 35m | 10m | 13.7x |
| 79 | [ip-office] CIP filing package: fix validator/landscape/grep bugs and regenerate all 13 apps | 4.0h | 18m | 5m | 13.3x |
| 80 | Commit and push changes across 6 AVIAN repos | 1.0h | 5m | 3m | 12.0x |
| 81 | Monorepo port standardization: commit+push 11 repos + fix avian-demo refs + docker-compose index + time-tracker shared DB | 2.0h | 10m | 2m | 12.0x |
| 82 | Fix stale project/repo name references across 8 AVIAN directories (16 replacements in 10 files) | 1.5h | 8m | 3m | 11.2x |
| 83 | Fix all remaining unlabeled Mermaid diagram nodes in Applications E-M (27 nodes across 17 files) | 1.5h | 8m | 3m | 11.2x |
| 84 | Remove mermaid renderer from [ip]-explorer | 1.5h | 8m | 3m | 11.2x |
| 85 | Update counsel packet files (4 files) for post-resequencing letter mapping and [ip-filing] posture | 4.0h | 25m | 5m | 9.6x |
| 86 | Update 4 counsel packet files for post-resequencing letter mapping and [ip-filing] posture | 4.0h | 25m | 5m | 9.6x |
| 87 | Rename accelastudy-ai-marketing to marketing-tracker across all internal references | 1.0h | 8m | 3m | 7.5x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 87 |
| Total human-equivalent hours | 1,524.8 |
| Total Claude minutes | 1,509 |
| Total supervisory minutes | 370 |
| Total tokens | 7,960,500 |
| Weighted average leverage factor | 60.6x |
| Weighted average supervisory leverage factor | 247.6x |
| Human-equivalent weeks | 38.1 |
Analysis
The highest factor of the day came in at 384.0x and the lowest at 7.5x, a spread of 51.2 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 160.0 of the 1,524.8 human-equivalent hours, or 10 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 370 minutes against 1,509 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 247.6x 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.