19 tasks. April 21, 2026 closed at 18.1x weighted leverage across 158.2 human-equivalent hours in 524 minutes of wall-clock time. Supervisory leverage came in at 129.2x.
That is 4.0 weeks of human-equivalent throughput in 8.7 hours. The ceiling was 27.3x; the floor was 3.8x. 15 of the 19 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Debugging | 5.0h | 11m | 2m | 27.3x |
| 2 | Wire DailyRings + This-week chart to real study activity (new WeeklyStudy ledger, recordSessionActivity + autopilotRecordMinutes called from Session summary and QB checkAnswer). Also make the engine-generated… | 4.0h | 10m | 3m | 24.0x |
| 3 | Reconcile local leverage CSV with cloud (dedup 2 true duplicates, confirm CSV strict subset), restructure local CSV into full cloud-backup + empty upload-queue, generate and publish 4 backfilled leverage blog… | 18.0h | 45m | 2m | 24.0x |
| 4 | Testing | 7.0h | 18m | 5m | 23.3x |
| 5 | Audit and review | 60.0h | 165m | 8m | 21.8x |
| 6 | Audit and review | 5.0h | 14m | 4m | 21.4x |
| 7 | avian-app-web: retire side nav + MobileTabBar, Button primitive default to rounded-xl rect, sweep 58 pill-buttons across 26 files, [unreleased product] Certifications dashboard section, BackToDashboard link… | 6.0h | 20m | 4m | 18.0x |
| 8 | avian-app-web + design-system: hide ConfirmProvider close X + match primary button style; branded Radix DatePicker for Autopilot setup; study plan Today/Tomorrow/Day N separators + info modal; feature flag… | 5.0h | 17m | 7m | 17.6x |
| 9 | avian-app-web: course card vertical centering, moved exam-date CTA to course dashboard, added info buttons + modals to 4 behavioral analytics cards, Renkara footer link matching accelastudy.ai style | 2.5h | 9m | 6m | 16.7x |
| 10 | avian-app-web 04-21 push: dashboard analytics parity + info modals on analytics cards, retire side nav + rounded-rect buttons, [unreleased product] on dashboard + feature flag + visibility, test mode +… | 20.0h | 75m | 3m | 16.0x |
| 11 | Content production | 4.0h | 15m | 4m | 16.0x |
| 12 | avian-app-web: fix TestModeModal prop type crash; sign-out confirm dialog + real post-logout redirect to accelastudy.ai; Exam info modal button on course header; native date picker showPicker trigger + dark… | 4.0h | 15m | 6m | 16.0x |
| 13 | Fix purchase-service CORS error on admin comps page (JWT verification crashed on missing public.pem; switched to JWKS HTTP) | 3.0h | 12m | 3m | 15.0x |
| 14 | Debugging | 1.0h | 5m | 2m | 12.0x |
| 15 | avian-app-web: AVIAN branding sweep + info modal hideCloseButton + beefed analytics empty states + This week info button + BarChart accent hover fade + course header cleanup (drop exam code, long-form date) +… | 5.0h | 25m | 8m | 12.0x |
| 16 | Remove 11 zombie containers + prune 13 unused images (4.5GB reclaimed); correct CLAUDE.md instance name drift | 0.8h | 5m | 0m | 9.0x |
| 17 | Identify and stop 11 zombie containers on prod-accelastudy-services (verified via ALB target group membership + CD buildspec targets); 46% RAM reduction, 98% idle CPU | 1.5h | 10m | 1m | 9.0x |
| 18 | Rename engine infrastructure (instance, SG, TG, log group) + migrate ALB TG with zero-downtime cutover + retag ~234 AWS resources into 4 Project buckets (avian/accelastudy-ai/tools/accelastudy) + update… | 6.0h | 45m | 4m | 8.0x |
| 19 | Debugging | 0.5h | 8m | 1m | 3.8x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 19 |
| Total human-equivalent hours | 158.2 |
| Total Claude minutes | 524 |
| Total supervisory minutes | 74 |
| Total tokens | 2,064,000 |
| Weighted average leverage factor | 18.1x |
| Weighted average supervisory leverage factor | 129.2x |
| Human-equivalent weeks | 4.0 |
Analysis
The highest factor of the day came in at 27.3x and the lowest at 3.8x, a spread of 7.3 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 5.0 of the 158.2 human-equivalent hours, or 3 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 74 minutes against 524 minutes of execution, a ratio of about 1 to 7. Supervisory leverage of 129.2x 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.