17 tasks. April 2, 2026 closed at 50.9x weighted leverage across 379.0 human-equivalent hours in 447 minutes of wall-clock time. Supervisory leverage came in at 344.5x.
That is 9.5 weeks of human-equivalent throughput in 7.5 hours. The ceiling was 141.2x; the floor was 8.0x. 13 of the 17 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Infrastructure | 120.0h | 51m | 5m | 141.2x |
| 2 | CodePipeline CI/CD for engine+admin+client: 3 pipeline.tf + 3 buildspec.yml across 4 repos | 16.0h | 8m | 2m | 120.0x |
| 3 | Novel 2 complete background bible: 18 documents ~48k words (characters/orgs/locations/[ip]/technical/plot) + 12 website image prompts | 120.0h | 90m | 10m | 80.0x |
| 4 | Admin persistence dashboard + 6 REST endpoints + S3 snapshot/restore + FAQ docs (8 technical + 6 simplified Q&A) | 24.0h | 18m | 3m | 80.0x |
| 5 | Audit all 7 AVIAN client repos (lint/TS/security/parity/README - 77 checks) | 4.0h | 4m | 2m | 68.6x |
| 6 | Engine+admin+client deployment: Terraform configs (28 files) + ECR repo + Docker image build/push + admin S3/CloudFront deploy + basic auth + minification fixes (3 repos) + infrastructure audit | 40.0h | 45m | 5m | 53.3x |
| 7 | Library repos audit — 7 AVIAN lib repos all checks | 2.0h | 2m | 2m | 48.0x |
| 8 | Full audit: 15 repos (10 websites + infra + 3 legacy + domains) - git status, trademark, secrets, localhost, SEO, README, cross-refs | 4.0h | 7m | 3m | 34.3x |
| 9 | Commit and push 20 dirty repos across AVIAN project + update ports.md | 2.0h | 4m | 3m | 30.0x |
| 10 | Docs repos audit ([ip]-portfolio/planning/architecture-client) - 13 checks | 1.5h | 3m | 2m | 30.0x |
| 11 | Add 10 new FAQ questions to [ip] portfolio with renumbering and TOC update | 6.0h | 12m | 5m | 30.0x |
| 12 | Sync simplified FAQ to main FAQ: added 5 missing questions (Q12 Q34 Q39 Q40 Q46) and renumbered all 46 entries | 3.0h | 8m | 3m | 22.5x |
| 13 | [ip] portfolio Documentation folder App Z integration: audit + 15-file count correction + FAQ review | 8.0h | 25m | 5m | 19.2x |
| 14 | Write 10 new FAQ questions (main + simplified) for [ip] portfolio covering all 26 apps | 8.0h | 30m | 5m | 16.0x |
| 15 | Fix ESLint + TypeScript errors across 3 client repos (avian-app-web avian-app-electron avian-enterprise-web) | 3.0h | 12m | 3m | 15.0x |
| 16 | Fix batch: JWKS port + README test count + [ip] independent claims + 5 repo commits | 1.5h | 8m | 3m | 11.2x |
| 17 | Full deployment readiness audit — 42 repos, 174 checks, 4383 tests + auto-fix all findings | 16.0h | 120m | 5m | 8.0x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 17 |
| Total human-equivalent hours | 379.0 |
| Total Claude minutes | 447 |
| Total supervisory minutes | 66 |
| Total tokens | 2,500,000 |
| Weighted average leverage factor | 50.9x |
| Weighted average supervisory leverage factor | 344.5x |
| Human-equivalent weeks | 9.5 |
Analysis
The highest factor of the day came in at 141.2x and the lowest at 8.0x, a spread of 17.6 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 120.0 of the 379.0 human-equivalent hours, or 32 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 66 minutes against 447 minutes of execution, a ratio of about 1 to 7. Supervisory leverage of 344.5x 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.