22 tasks. May 22, 2026 closed at 27.3x weighted leverage across 425.2 human-equivalent hours in 935 minutes of wall-clock time. Supervisory leverage came in at 447.6x.
That is 10.6 weeks of human-equivalent throughput in 15.6 hours. The ceiling was 161.5x; the floor was 2.5x. 22 of the 22 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Full AVIAN accessibility audit (50 repos, deterministic Phase 0 + 4 parallel LLM agents, ~288 findings) followed by full compliance audit (12 sections, 4 parallel agents, 1 CRITICAL + 5 HIGH gaps,… | 70.0h | 26m | 2m | 161.5x |
| 2 | Accessibility zero-disruption HIGH sweep: 4 parallel agents fixed ~135 HIGH findings across 30+ repos — Phase 0 went from 60 to 0 verified by deterministic checker; 488 scope=col + 15 aria-modal added across… | 80.0h | 35m | 1m | 137.1x |
| 3 | Full AVIAN readiness audit: Phase 0 canonical + 4 parallel agents across 60 repos (core+services, clients+libs, 21 tools, docs+sites+infra), consolidated report at audit-report-2026-05-22.md with 10 HIGH + 13… | 40.0h | 25m | 1m | 96.0x |
| 4 | Readiness audit rerun: 4 parallel agents verified today HIGH fixes landed clean (admin, electron, infra) + audited 42 previously-uncovered repos; consolidated to audit-report-2026-05-22-rerun.md with 2 new… | 12.0h | 14m | 1m | 51.4x |
| 5 | Readiness rerun3 + security audit (5 parallel agents): verified today HIGH fixes clean, agents auto-fixed 9 test failures + 1 real h1->h3 heading-skip a11y bug, surfaced 1 CRITICAL (ElevenLabs key) + 3 HIGH… | 35.0h | 50m | 3m | 42.0x |
| 6 | 4 parallel readiness remediation agents: pushed 6 automation Lambdas + [ip-cluster] to GitHub, cleaned avian-terraform (6 commits — CLAUDE.md, lock files, plan.bin removal, 5 new marketing stacks, tfvars… | 14.0h | 22m | 1m | 38.2x |
| 7 | Testing | 10.0h | 18m | 1m | 33.3x |
| 8 | Security audit HIGH fix: revoked 0.0.0.0/0 + ::/0 tcp/3306 ingress on prod-ascloud-rds-sg ([aws-id]) — Aurora MySQL no longer reachable from public internet; verified internal app/admin paths still intact via… | 1.0h | 2m | 1m | 30.0x |
| 9 | Playwright live-stack e2e suite for AuthModal + enrollment: register-verify-signin, signin happy path, forgot-reset-signin, dup-email error, enrollment + DB-verify, unverified-blocked. Captures emails via… | 16.0h | 34m | 2m | 28.2x |
| 10 | Phase 5 origin-extraction wiring: discover stub-runner gap, build runtime-to-service DomainSpecification adapter, real [content generation] runner + three math content runners (worked_examples,… | 16.0h | 35m | 3m | 27.4x |
| 11 | Consolidate auth+purchase under avian-api gateway and build in-modal auth UI (sign in, register, forgot/reset, MFA TOTP, verify email, Apple/Google social) replacing the hosted OIDC SPA; strip 12 legacy env… | 18.0h | 42m | 5m | 25.7x |
| 12 | Documentation | 32.0h | 90m | 6m | 21.3x |
| 13 | Testing | 4.0h | 12m | 1m | 20.0x |
| 14 | post-PMP-fleet morning session: AZ-500 root-cause (snapshot serializer dropped goal_weights/goal_similarity for entire v3 schema lifetime; engine fell into legacy 0.85 clamp); fixed… | 24.0h | 90m | 8m | 16.0x |
| 15 | Coding | 8.0h | 30m | 1m | 16.0x |
| 16 | Release-test avian-app-web stack: fixed purchase-route DB binding (9 files hitting wrong DB) + rewrote purchase JWT verifier to use local public key (self-JWKS deadlock under single-worker uvicorn); verified… | 3.0h | 14m | 3m | 12.9x |
| 17 | Cloud-wide regression sweep: 44 students across AWS/Azure/GCP/PMP (3-batch parallel via [engine subsystem] CLI). 43/44 passed; mean predicted 89.8%, mean actual 99.7%, mean gap +9.9pt. PGWA flagged with same… | 18.0h | 90m | 4m | 12.0x |
| 18 | Compliance L1 (admin-service role check), L2 (audit-log profile updates), M16 (Dependabot for avian-engine + notification-service); 888 tests pass across auth-service + admin-service; readiness audit… | 6.0h | 35m | 2m | 10.3x |
| 19 | Readiness blockers H5 (self-assign bug), H6 (eslint-plugin-react-hooks load + Sparkline conditional useEffect fix), H9 (commit infra VPC doc comments); ESLint 13 errors -> 0 errors across avian-admin +… | 3.0h | 18m | 1m | 10.0x |
| 20 | Autonomous blueprint-anchor diagnosis + content-aware re-anchor script (139 domains fixed); full 47-profile confirmation sweep (43/44 passed); PGWA deep-dive identified borderline 74.7% reserved-pool accuracy… | 12.0h | 180m | 3m | 4.0x |
| 21 | accelastudy.ai: PMP nav entry with Coming Monday badge, catalog search box with JSON index + JS filter, PMI June dates, refactor templates, build+deploy staging+prod | 2.5h | 55m | 4m | 2.7x |
| 22 | accelastudy.ai PMP card+banner: set available_at, update category/course-page templates to render Available May 25th | 0.8h | 18m | 3m | 2.5x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 22 |
| Total human-equivalent hours | 425.2 |
| Total Claude minutes | 935 |
| Total supervisory minutes | 57 |
| Total tokens | 8,145,000 |
| Weighted average leverage factor | 27.3x |
| Weighted average supervisory leverage factor | 447.6x |
| Human-equivalent weeks | 10.6 |
Analysis
The highest factor of the day came in at 161.5x and the lowest at 2.5x, a spread of 64.6 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 70.0 of the 425.2 human-equivalent hours, or 16 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 57 minutes against 935 minutes of execution, a ratio of about 1 to 16. Supervisory leverage of 447.6x 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.