47 tasks. March 27, 2026 closed at 30.2x weighted leverage across 406.5 human-equivalent hours in 808 minutes of wall-clock time. Supervisory leverage came in at 142.6x.
That is 10.2 weeks of human-equivalent throughput in 13.5 hours. The ceiling was 109.1x; the floor was 11.2x. 39 of the 47 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Full deployment readiness audit: 37 repos scanned, 6 failures found and fixed (newsletter-service uncommitted work, issue-tracker 36 test failures, iOS build errors, electron TS errors, planning stale… | 40.0h | 22m | 5m | 109.1x |
| 2 | Five-task batch: engine coverage target + purchase-service tests + React 19 upgrade + bundle splitting + web/electron feature parity (21 components) | 40.0h | 25m | 5m | 96.0x |
| 3 | Full readiness audit: 37 repos scanned + 44 issues fixed + deterministic audit infrastructure (canonical.json + schema + validation script) | 40.0h | 39m | 5m | 61.5x |
| 4 | Build collapsible sidebar navigation for issue-tracker | 3.0h | 4m | 3m | 45.0x |
| 5 | Fix Mermaid diagram header comments for Apps I-Y to match [ip] specs | 6.0h | 8m | 3m | 45.0x |
| 6 | Fix .mmd diagram header comments for Applications I-Y to match exact BRIEF DESCRIPTION text | 6.0h | 8m | 3m | 45.0x |
| 7 | Fix ESLint any warnings in avian-admin and [ip-cluster] plus iOS gitignore and README | 2.0h | 3m | 3m | 40.0x |
| 8 | Fix 13 remaining WARN items across 11 repos: services requirements + Electron parity + .env.examples + console-sim deps + shared tests + resume-parser lock + iOS test script + auth coverage | 8.0h | 12m | 2m | 40.0x |
| 9 | Add 127 unit tests across 8 backend modules to achieve 80%+ coverage | 4.0h | 8m | 3m | 30.0x |
| 10 | Feature parity: port useDashboardTour + useCompetitiveSocket + useMicroChallenges + MicroChallengeCard from avian-app-web to avian-app-electron with Dashboard integration | 4.0h | 8m | 3m | 30.0x |
| 11 | Coding | 4.0h | 8m | 3m | 30.0x |
| 12 | Add missing .env.example files to 3 client repos ([ip-cluster] avian-[unreleased product]-web avian-enterprise-web) | 1.5h | 3m | 2m | 30.0x |
| 13 | Fix 4 WARN items: shared tests + resume-parser lock + iOS test script + auth-service coverage | 4.0h | 8m | 3m | 30.0x |
| 14 | Add 21 MCP tools to issue-tracker (full API coverage) | 3.0h | 6m | 3m | 30.0x |
| 15 | Fix 29 landscape Mermaid diagrams across [ip] apps G-Y | 4.0h | 8m | 3m | 30.0x |
| 16 | Full deployment readiness audit across 37 AVIAN repos - 4170 tests - 45 findings found and 39 fixed | 16.0h | 34m | 5m | 28.2x |
| 17 | Fix all deferred audit items: ESLint 55 warnings, test infra 4 repos, feature parity electron, READMEs 8 repos, .env.example, frontend tests, to_be_deleted cleanup, .gitignore 37 repos | 16.0h | 35m | 5m | 27.4x |
| 18 | Infrastructure | 8.0h | 18m | 3m | 26.7x |
| 19 | [ip] portfolio diagram overhaul: beautiful-mermaid library fixes (shape clipping/arrowheads/cycle-breaking/micro-jog snapping) + 86 diagram back-edge fixes + filing date updates + company name corrections +… | 80.0h | 180m | 15m | 26.7x |
| 20 | Sync feature parity avian-app-web to avian-app-electron (i18n bug reports + icons + chat suggestions) | 3.0h | 7m | 3m | 25.7x |
| 21 | Create real-time frontend files for newsletter-service (WebSocket/Toast/Fireworks/Sound/RealtimeList/EventReactor) | 4.0h | 10m | 3m | 24.0x |
| 22 | Audit and review | 6.0h | 15m | 3m | 24.0x |
| 23 | Fix resume-parser broken tests and avian-auth-client empty exports | 1.5h | 4m | 3m | 22.5x |
| 24 | Fix MEDIUM-severity findings across 5 AVIAN repos (dep separation + vitest exclude + dotenv decl) | 1.5h | 4m | 3m | 22.5x |
| 25 | Fix MEDIUM findings: stale counts in avian-domains and subsystem/TOC/date fixes in avian-architecture | 1.5h | 4m | 3m | 22.5x |
| 26 | Add dependency declarations to auth/purchase pyproject.toml and raise coverage thresholds across 4 services | 1.5h | 4m | 3m | 22.5x |
| 27 | Fix 95 TypeScript errors across 5 client repos (avian-app-web, [ip-cluster], avian-admin, avian-[unreleased product]-web, avian-enterprise-web) | 3.0h | 8m | 3m | 22.5x |
| 28 | Fix missing figure references and placeholder text in [ip] apps L M N Q R | 3.0h | 8m | 3m | 22.5x |
| 29 | Newsletter service: fix creation bug + 145 tests + Playwright E2E + deploy | 16.0h | 45m | 5m | 21.3x |
| 30 | Sidebar navigation + hierarchical projects + tree API + data reorg + docs (issue-tracker) | 16.0h | 45m | 3m | 21.3x |
| 31 | Full readiness audit: 37 repos, 323 checks, 4164 tests, 12 repos fixed and pushed | 8.0h | 23m | 5m | 20.9x |
| 32 | Fix HIGH-severity findings across 4 AVIAN library repos (README/exports/ESLint/peerDeps) | 1.0h | 3m | 3m | 20.0x |
| 33 | Fix README gaps in 8 repos (env vars; getting started; tech stack; overview; docker; lab coverage table) | 4.0h | 12m | 3m | 20.0x |
| 34 | Add tests to 12 modules for 80%+ code coverage | 8.0h | 25m | 5m | 19.2x |
| 35 | Full deployment readiness audit: 37 repos scanned + 5 defects fixed across 8 repos | 6.0h | 19m | 3m | 18.9x |
| 36 | Get all 6 backend modules from 0-13% to 80%+ test coverage (163 new tests) | 4.0h | 15m | 3m | 16.0x |
| 37 | Full deployment readiness audit: 37 repos audited with 7 parallel agents + 6 parallel fix agents — 79 findings 25 auto-fixed 15 commits pushed | 8.0h | 30m | 5m | 16.0x |
| 38 | Fix MEDIUM-severity findings in 3 AVIAN client repos (.env.example + ESLint) | 1.0h | 4m | 3m | 15.0x |
| 39 | Add [ip] cross-references (25 apps A-Y) to Application_Interface.md | 2.0h | 8m | 3m | 15.0x |
| 40 | Add vitest test infrastructure to 4 client repos (electron/admin/origin/enterprise) | 2.0h | 8m | 3m | 15.0x |
| 41 | Fix all ESLint warnings across 4 client repos (55 warnings: no-explicit-any and no-unused-vars) | 3.0h | 12m | 3m | 15.0x |
| 42 | Fix MEDIUM/LOW findings across 6 repos (to_be_deleted cleanup + port updates + stale docs) | 3.0h | 12m | 3m | 15.0x |
| 43 | Set up Playwright E2E tests for newsletter-service frontend | 2.0h | 8m | 3m | 15.0x |
| 44 | Fix [ip-claim] structure in Apps O/R and add reference numerals to 8 diagram nodes | 2.0h | 8m | 3m | 15.0x |
| 45 | Add missing [ip] app cross-refs and fix truncated titles in avian-architecture | 1.5h | 7m | 3m | 12.9x |
| 46 | Fix test infrastructure for 4 tool repos (leverage-tracker/marketing-tracker/newsletter-service/issue-tracker) | 3.0h | 15m | 5m | 12.0x |
| 47 | Fix Mermaid back-edge issues in CIP Apps M-R (25 edits across 22 files) | 1.5h | 8m | 3m | 11.2x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 47 |
| Total human-equivalent hours | 406.5 |
| Total Claude minutes | 808 |
| Total supervisory minutes | 171 |
| Total tokens | 4,960,500 |
| Weighted average leverage factor | 30.2x |
| Weighted average supervisory leverage factor | 142.6x |
| Human-equivalent weeks | 10.2 |
Analysis
The highest factor of the day came in at 109.1x and the lowest at 11.2x, a spread of 9.7 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 406.5 human-equivalent hours, or 10 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 171 minutes against 808 minutes of execution, a ratio of about 1 to 5. Supervisory leverage of 142.6x 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.