44 tasks. May 3, 2026 closed at 35.1x weighted leverage across 1,767.5 human-equivalent hours in 3,019 minutes of wall-clock time. Supervisory leverage came in at 380.1x.
That is 44.2 weeks of human-equivalent throughput in 50.3 hours. The ceiling was 171.4x; the floor was 1.8x. 43 of the 44 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Code Sandbox migration Waves 2-6 — 758 labs migrated to sandbox schema and lifted to strict-pass via service-cluster fixes (echo injection, CODE/SQL/EDITOR resource type repairs, name filter corrections).… | 600.0h | 210m | 15m | 171.4x |
| 2 | Innovation ideation: 20 features for avian-app-web + avian-admin via /invent skill, then detailed multi-phase implementation plans (with Description + ELIF + files + data flow + acceptance criteria) written… | 16.0h | 8m | 4m | 120.0x |
| 3 | Wave 2-5 sandbox lab migration: 315 labs (CloudFormation 30, Pulumi 30, Programming 150, DevOps 105) + pre-existing TS error fix | 80.0h | 45m | 10m | 106.7x |
| 4 | Infrastructure | 168.0h | 95m | 8m | 106.1x |
| 5 | Deployment | 14.0h | 8m | 3m | 105.0x |
| 6 | Documentation | 65.0h | 38m | 3m | 102.6x |
| 7 | Adaptive Probing Protocol full implementation: ADR-0001 Phases 0-8. New probing/ package with BetaPosterior+PosteriorStore, telemetry-weighted observation strength, stepwise difficulty escalation k-index,… | 130.0h | 90m | 12m | 86.7x |
| 8 | avian-app-web: implemented Phases 0/1/2/3/5/6 from May feature plan — cognitive-state steering POST + indicator (Session.tsx + cognitiveDetect.ts + tests), full-horizon ForecastAreaChart on CourseDetail +… | 32.0h | 26m | 3m | 73.8x |
| 9 | Cross-repo audit of study session reminder feature: engine, notification-service, avian-api gateway, avian-app-web — what is real, stubbed, absent. Produced prioritized tier 1-5 implementation plan including… | 6.0h | 7m | 3m | 51.4x |
| 10 | avian-app-web lint triage: 4187 problems → 0. Excluded vendored reference-build/ bundles (root cause of ~3900 errors), relaxed no-console to allow warn/error globally, added e2e/scripts override for… | 6.0h | 8m | 1m | 45.0x |
| 11 | avian-console-sim Phase 5: validators, pseudo-executors (Terraform/CFN/Pulumi), AWS/gcloud/az CLI emulators, ProblemsPanel, Monaco markers wiring, 54 new tests, provider catalog (760 entries) | 40.0h | 55m | 5m | 43.6x |
| 12 | Full [ip] audit on CIP applications Z and AA — 97 checks across 7 phases, 25 findings | 6.0h | 10m | 5m | 36.0x |
| 13 | Gate TTS behind subscription: useRequireSubscription hook + paid-access selector, TTSProvider.speak() chokepoint gate (manual=paywall, auto=silent), SpeakButton lock badge, Settings premium pill + toggle… | 10.0h | 18m | 4m | 33.3x |
| 14 | avian-admin: PageHelpBanner across every page+tab, viz WSS scheme fix, engine session realtime publisher (events.engine.session.*), four canonical docs sync (requirements, design, testing-strategy,… | 16.0h | 30m | 6m | 32.0x |
| 15 | Run diagram audit on CIP Z and AA (44 findings: 42 FAIL, 2 WARN), fix all by rewriting 11 figures (7 Z + 4 AA) plus per-figure exceptions for legitimate method-loop back-edges, then add Reference Numeral… | 12.0h | 23m | 2m | 31.3x |
| 16 | Documentation | 6.0h | 12m | 5m | 30.0x |
| 17 | Marketing rollout for May 2026 features: updated master feature list (4 enhanced + 2 new entries across 3 sections), 3 shared overlay feature pages (pass-prediction adds Readiness Forecast step,… | 6.0h | 12m | 1m | 30.0x |
| 18 | Run full [ip] audit scoped to CIP Z and AA, then remediate all 9 findings (3 CRITICAL: gen scripts Filing/ refs; 4 MEDIUM: AA abstract over 150 words, AA learner/student outside BACKGROUND, Reading_Order… | 6.0h | 12m | 2m | 30.0x |
| 19 | Testing | 24.0h | 50m | 8m | 28.8x |
| 20 | Code Sandbox: cracked 1,021/1,021 cloud-cert (pmle-lab-18 Vertex AI defensive guard fix), wrote 1,657-line code-sandbox-design.md, marked 150 CompTIA labs non-shipping (manifest 2,135 -> 1,985), shipped Phase… | 120.0h | 260m | 12m | 27.7x |
| 21 | Deployment | 16.0h | 35m | 6m | 27.4x |
| 22 | Deployment | 4.0h | 9m | 1m | 26.7x |
| 23 | [ip] + diagram audits on CIP Z and AA (3 parallel agents) | 3.0h | 7m | 2m | 25.7x |
| 24 | Engine internal-only refactor across 3 repos: remove dual-auth (JWT + admin) → X-Service-Key only, delete jwt_auth + competitive REST/WS + /labs + /assets mounts in engine; drop competitive proxy in gateway;… | 12.0h | 30m | 4m | 24.0x |
| 25 | Reminder finalization end-to-end: web_push template + autopilot_due schedule rewire (notif), course_slug plumbing engine→client, VAPID keypair to SSM + buildspec env injection, EventBridge API Destination + 7… | 14.0h | 35m | 4m | 24.0x |
| 26 | Coding | 3.0h | 8m | 1m | 22.5x |
| 27 | Week 2 of study-session reminder push: W3C Web Push end-to-end backend + gateway. pywebpush + cryptography deps + VAPID config; alembic migration 007 + PushSubscription SQLAlchemy model; WebPushProvider with… | 28.0h | 75m | 2m | 22.4x |
| 28 | Deep audit of onboarding-service: HTTP API surface, adaptive calibration mechanics, cold-start prior generation, persistence model, engine integration, and gap analysis | 8.0h | 22m | 8m | 21.8x |
| 29 | Adaptive Probing Protocol exam-readiness journey simulator + confidence-blended candidate ranking. Built scripts/run_exam_journey_sim.py: synthetic learners with cognitive-transfer learning model study via… | 24.0h | 70m | 5m | 20.6x |
| 30 | Week 1 of study-session reminder push: 5-week implementation plan + executed Week 1. Twilio asyncio.to_thread fix; engine GET /api/v1/autopilot/due endpoint with timezone-aware preferred_times window math;… | 32.0h | 95m | 8m | 20.2x |
| 31 | Audit and review | 6.0h | 18m | 8m | 20.0x |
| 32 | Week 3 of study-session-reminder push: avian-app-web Web Push opt-in (VAPID client, push SW, usePushSubscription hook, settings toggle, tests) + AVIAN CLAUDE.md worker-as-EventBridge-Lambda rule | 8.0h | 25m | 3m | 19.2x |
| 33 | Deep onboarding UX audit — avian-app-web (Onboarding.tsx, InitializationFlow.tsx, Calibrate.tsx, profile tabs, api gateway) + onboarding-service backend route table. Documented all gaps, stubs, and API… | 7.0h | 25m | 5m | 16.8x |
| 34 | Deployment | 16.0h | 60m | 5m | 16.0x |
| 35 | Deployment | 6.5h | 27m | 3m | 14.4x |
| 36 | Deploy embedded subscribe flow to prod: init/push @avian/subscribe-react github repo, publish lib to CodeArtifact 0.1.0, pin web app to ^0.1.0, push purchase-service (intent + coupons endpoints), push… | 6.0h | 25m | 5m | 14.4x |
| 37 | Cloud-cert lab Batch 5 waves 2-5 (final push to clear corpus): AZ-305 mop-up (24 labs), AZ-500 cluster (25 labs), DEA-C01/DOP-C02/MLA-C01 wave (11 labs), PCDE cluster (8), PCA (3), PCSE (3), singles (6). 957… | 80.0h | 340m | 4m | 14.1x |
| 38 | Sweep canonical numbers across portfolio docs (Z+AA propagation, 13 files) | 2.0h | 9m | 2m | 13.3x |
| 39 | New avian-engine Terraform stack + volatile-data preservation runbook: POST /admin/domains/push-to-s3 endpoint (model + handler + IAM perms), 4-curl preservation runbook in CLAUDE.md, 1027 LOC of TF… | 20.0h | 90m | 6m | 13.3x |
| 40 | Fix prod blockers on embedded subscribe: add intent + recompute + coupons proxy routes to avian-api gateway (10 new tests, 91 passing), switch FlipCard from aria-hidden to inert (Chrome console error fix),… | 4.0h | 22m | 3m | 10.9x |
| 41 | Engine internal-ALB cutover via AWS CLI (TF state too drifted to apply): create internal-only ALB + SG + listener + TG, register engine, swap engine.accelastudy.ai R53 alias, drop public-ALB listener+TG, set… | 6.0h | 35m | 5m | 10.3x |
| 42 | Deployment | 80.0h | 540m | 60m | 8.9x |
| 43 | AccelaStudy hero refresh: 70 editorial-photography prompts, 140 Flux 1.1 Pro hero images (10 per site x 7 sites x light+dark), random-cycle JS, side-by-side hero layout in 7 index.jinjas, theme-hero CSS for… | 9.0h | 70m | 5m | 7.7x |
| 44 | AccelaStudy A-glyph and purple-megaphone favicon replaced with AVIAN node-mesh bird across fleet (favicon multi-res, header/footer mark, about page full-bleed hero with light/dark variants, 7 AccelaStudy… | 10.0h | 330m | 12m | 1.8x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 44 |
| Total human-equivalent hours | 1,767.5 |
| Total Claude minutes | 3,019 |
| Total supervisory minutes | 279 |
| Total tokens | 10,363,000 |
| Weighted average leverage factor | 35.1x |
| Weighted average supervisory leverage factor | 380.1x |
| Human-equivalent weeks | 44.2 |
Analysis
The highest factor of the day came in at 171.4x and the lowest at 1.8x, a spread of 94.3 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 600.0 of the 1,767.5 human-equivalent hours, or 34 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 279 minutes against 3,019 minutes of execution, a ratio of about 1 to 11. Supervisory leverage of 380.1x 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.