27 tasks. May 10, 2026 closed at 21.3x weighted leverage across 524.0 human-equivalent hours in 1,478 minutes of wall-clock time. Supervisory leverage came in at 251.5x.
That is 13.1 weeks of human-equivalent throughput in 24.6 hours. The ceiling was 68.6x; the floor was 2.2x. 27 of the 27 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Compliance HIGH remediation: bumped Aurora cluster RDS retention 1d→7d, removed localhost from admin-service prod CORS, added auth to 7 unauth anomalies endpoints in avian-admin (421 tests pass), wrote… | 32.0h | 28m | 4m | 68.6x |
| 2 | Audit findings remediation: BLOCKER fixes (onboarding-service test threshold + 21 orphan adjacency entries removed), CRITICAL #2 fix (HttpOnly refresh-cookie + in-memory tokenStore across auth-service +… | 120.0h | 110m | 10m | 65.5x |
| 3 | Run all 9 AVIAN audits (canonical, ecosystem inventory, content, accessibility, health-check, security, documentation, compliance, full-readiness) — 7 reports written to avian-audits/reports/ | 80.0h | 95m | 1m | 50.5x |
| 4 | AccelaStudy AI press-kit features 1/2/4/5/6: mastery seal, transfer-credit banner, root-cause diagnosis modal+endpoint, Monte Carlo distribution chart, past-readiness trend chart+endpoint — 5 UI components, 2… | 50.0h | 75m | 3m | 40.0x |
| 5 | Fix all HIGH/MEDIUM/LOW findings from AVIAN documentation audit (2026-05-10): README Features/Tech sections, stale CHANGELOGs, missing CI/CD sections, cross-reference links, missing docs for libs | 20.0h | 45m | 3m | 26.7x |
| 6 | Post-practice-exam autopilot remediation: submit_exam auto-injects wrong-node IDs into sequencing remediation queue; new POST /entities/{id}/remediation-session endpoint; ExamResults rewritten with… | 14.0h | 32m | 2m | 26.2x |
| 7 | Roll the new email design across the remaining 22 transactional templates: welcome, invitation, comp-welcome, account-update/closed/deleted, daily-study-reminder, streak-at-risk, [scoring… | 11.0h | 28m | 2m | 23.6x |
| 8 | Generate full launch demo: lived-in Charles ANS-C01 dashboard via engine seeding + DEV auth bypass, 14 retina press-kit screenshots, 64 site feature-mock screenshots (32 labels × 2 themes), ElevenLabs… | 14.0h | 40m | 5m | 21.0x |
| 9 | Rebuild shared feature page template Supernova-style: strip fake browser chrome (red/yellow/green dot row + URL chip), move hero shot below H1/subtitle/CTA at full container width, pair each how-it-works step… | 7.0h | 22m | 2m | 19.1x |
| 10 | Infrastructure | 30.0h | 95m | 5m | 18.9x |
| 11 | Remediation video + plan-preview modal + ExamReview fix + delete-entity completeness audit & fix (engine multi-layer purge + admin cascade) — RemediationPlanModal, Exam.tsx review payload, target_concepts… | 22.0h | 70m | 4m | 18.9x |
| 12 | Testing | 18.0h | 60m | 6m | 18.0x |
| 13 | Brand pass on english.accelastudy.ai (always AccelaStudy AI, never AccelaStudy alone), repricing to [cost]/[cost]from [cost]/[cost]across site.yml, content stubs, both templates, README, comparison tables,… | 1.5h | 6m | 2m | 15.0x |
| 14 | Deployment | 18.0h | 75m | 5m | 14.4x |
| 15 | Shared overlay i18n full rollout via tiered approach: Tier A (full conditional i18n on about/accessibility/platforms/faq with translations across 7 languages, ~400 string-language pairs), Tier B (chrome i18n… | 14.0h | 60m | 4m | 14.0x |
| 16 | Infrastructure | 8.0h | 35m | 3m | 13.7x |
| 17 | Move Whats New release notes out of the SPA bundle: new GET /api/v1/whats-new route in avian-api proxies markdown from assets.accelastudy.ai/whats-new.md (engine content bucket) with 60s cache; new… | 4.0h | 18m | 2m | 13.3x |
| 18 | Fleet-wide nav + CSS + content sweep: (1) hide desktop CTA on <lg viewport so mobile right-toolbar fits + hamburger becomes hit-targetable; (2) add .dark .bg-gradient-accent variant with lifted blues; (3)… | 6.0h | 28m | 5m | 12.9x |
| 19 | Generate two missing daily leverage blog posts (May 8 + May 9): fetch records from Leverage Manager API, sanitize 48 task descriptions for public disclosure, write Python sanitization pass with ~80… | 6.0h | 30m | 1m | 12.0x |
| 20 | Four avian-app-web UI fixes: (1) AnalyticsPanel restack — Accuracy/Drift/Recs stacked left, wider Learning Style Fingerprint right with wrapping legend labels; (2) added productLabel slot to design-system… | 6.0h | 32m | 4m | 11.2x |
| 21 | Deployment | 3.0h | 18m | 1m | 10.0x |
| 22 | Email template polish + Stripe PDF invoice capture wired through purchase-service. Templates: drop Manage Notifications link, swap billing email to accelastudy.ai, rebuild receipt as edge-to-edge full-width… | 5.0h | 30m | 4m | 10.0x |
| 23 | Fleet sweep: disable pricing/subscribe CTAs across all 6 sister sites (mcat/lsat/ap/test-prep/english/languages) — pricing.jinja Start-Monthly/Annual/Product CTAs and home Get-Started buttons all swapped to… | 5.0h | 30m | 3m | 10.0x |
| 24 | Coding | 4.0h | 28m | 6m | 8.6x |
| 25 | Hide placeholder testimonials across all accelastudy sister sites — audit identified mcat/ap/test-prep with ungated TESTIMONIALS sections (lsat/english/[unreleased product]/enterprise clean; accelastudy.ai… | 2.5h | 18m | 1m | 8.3x |
| 26 | Testing | 14.0h | 130m | 25m | 6.5x |
| 27 | Pre-launch calibration iteration: diagnosed v11 inverse-formula regression, designed and tested asymmetric-sigma fixes (v12, v13) via 12-journey AWS subset sweeps, reverted v13 to v12, built + pushed cloud… | 9.0h | 240m | 12m | 2.2x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 27 |
| Total human-equivalent hours | 524.0 |
| Total Claude minutes | 1,478 |
| Total supervisory minutes | 125 |
| Total tokens | 6,963,000 |
| Weighted average leverage factor | 21.3x |
| Weighted average supervisory leverage factor | 251.5x |
| Human-equivalent weeks | 13.1 |
Analysis
The highest factor of the day came in at 68.6x and the lowest at 2.2x, a spread of 30.5 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 32.0 of the 524.0 human-equivalent hours, or 6 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 125 minutes against 1,478 minutes of execution, a ratio of about 1 to 12. Supervisory leverage of 251.5x 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.