22 tasks. May 22, 2026 weighted to 27.3x leverage across 425.2 human-equivalent hours in 935 Claude-minutes. Supervisory leverage closed at 447.6x.
10.6 weeks of human-equivalent throughput in 15.6 hours of Claude wall-clock. The 161.5x ceiling came from Full an inference engine accessibility audit (50 repos, deterministic Phase 0 + 4 parallel LLM agents, ~288 findings) followed by full compliance audit (12 sections, 4 parallel age...; the 2.5x floor sat at a marketing site PMP card+banner: set available_at, update category/course-page templates to render Available May 25th.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor | Sup. Factor |
|---|---|---|---|---|---|---|
| 1 | Full an inference engine 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, consolidated SOC 2/GDPR/CCPA report) | 70.0h | 26m | 2m | 161.5x | 2100.0x |
| 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 21 tools; canvas/SVG/input aria-label additions; outline:none replacements; aria-grabbed deprecated to... | 80.0h | 35m | 1m | 137.1x | 4800.0x |
| 3 | Full an inference engine 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 MEDIUM (4 self-fixed in-flight) + 10 LOW; 9,157+ tests verified green | 40.0h | 25m | 1m | 96.0x | 2400.0x |
| 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 systemic findings (6/8 automation Lambdas + 9/10 study product sub-sites are local-only with no GitHub r... | 12.0h | 14m | 1m | 51.4x | 720.0x |
| 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 (RDS 3306 open — user fixed; engine pipeline fail; IAM wildcards), 6 inline fixes shipped across an API... | 35.0h | 50m | 3m | 42.0x | 700.0x |
| 6 | 4 parallel readiness remediation agents: pushed 6 automation Lambdas + an origin service to GitHub, cleaned an infrastructure repo (6 commits — CLAUDE.md, lock files, plan.bin removal, 5 new marketing stacks, tfvars examples), registered an origin service port 8005 + real CodeBuild buildspec, fixed a web clie... | 14.0h | 22m | 1m | 38.2x | 840.0x |
| 7 | Playwright a payment processor-free subscription lifecycle e2e: incomplete→invoice.paid→active w/ entitlement granted, cancel-at-period-end + reactivate, immediate cancel revokes entitlement, service-token gate. Uses test-ops /subscriptions + /webhooks/a payment processor/simulate; full live suite now 10/10 g... | 10.0h | 18m | 1m | 33.3x | 600.0x |
| 8 | Security audit HIGH fix: revoked 0.0.0.0/0 + ::/0 tcp/3306 ingress on prod-ascloud-rds-sg (sg-07e500306cd69710e) — Aurora MySQL no longer reachable from public internet; verified internal app/admin paths still intact via VPC CIDR 10.10.0.0/16 + admin IP 66.182.197.254/32 + self-reference | 1.0h | 2m | 1m | 30.0x | 60.0x |
| 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 a notification service log API, verifies DB user records via an API gateway test-ops, uses Gmail+UUID ali... | 16.0h | 34m | 2m | 28.2x | 480.0x |
| 10 | Phase 5 origin-extraction wiring: discover stub-runner gap, build runtime-to-service DomainSpecification adapter, real synthesis runner + three math content runners (workedexamples, misconceptions, representationpacks), env-gated registration to keep tests green, start an origin service with an inference en... | 16.0h | 35m | 3m | 27.4x | 320.0x |
| 11 | Consolidate auth+purchase under an API gateway 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 vars and 14 per-service gateway argument call sites | 18.0h | 42m | 5m | 25.7x | 216.0x |
| 12 | domain-difficulty-factor engine work: 4 decoy fixes (headless default, composite circuit-breaker, maxdays terminal event, catalog status from spec) + foundation-phase + alpha-saturation tuning landed in autopilotranker/orchestrator/autopilot_service; PMP+CAPM spec/manifest patches; boot cache rebuild ×2; en... | 32.0h | 90m | 6m | 21.3x | 320.0x |
| 13 | GAP-06 fix: per-email rate limit on /forgot-password (Redis ZSET sliding window) and per-IP rate limit on /reset-password in an authentication service, with regression tests; 459 tests pass | 4.0h | 12m | 1m | 20.0x | 240.0x |
| 14 | post-PMP-fleet morning session: AZ-500 root-cause (snapshot serializer dropped goalweights/goalsimilarity for entire v3 schema lifetime; engine fell into legacy 0.85 clamp); fixed serialize+deserialize+tensor-dispatch + bumped schema to v4; 6 new round-trip unit tests; audit guardrails for difficulty-on-spe... | 24.0h | 90m | 8m | 16.0x | 180.0x |
| 15 | decoy daily proficiency snapshots — DailySnapshot model, alembic migration, dialect-agnostic upsert in workerpool, EOD autopilot fetch + daycompleted payload expansion in headlessrunner, GET /students/{id}/proficiencyseries endpoint, 9 new tests across workerpool/studentmanager/api | 8.0h | 30m | 1m | 16.0x | 480.0x |
| 16 | Release-test a web client 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 end-to-end register/login/entitlements/subscriptions/plans | 3.0h | 14m | 3m | 12.9x | 60.0x |
| 17 | Cloud-wide regression sweep: 44 students across AWS/Azure/GCP/PMP (3-batch parallel via decoy CLI). 43/44 passed; mean predicted 89.8%, mean actual 99.7%, mean gap +9.9pt. PGWA flagged with same empty-goal_weights bug as AZ-500. | 18.0h | 90m | 4m | 12.0x | 270.0x |
| 18 | Compliance L1 (admin-service role check), L2 (audit-log profile updates), M16 (Dependabot for an inference engine + a notification service); 888 tests pass across an authentication service + admin-service; readiness audit dispatched (4 parallel agents); accessibility remediation plan (7 waves, 14-17 eng-days) | 6.0h | 35m | 2m | 10.3x | 180.0x |
| 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 an admin client + a desktop client, 3 commits pushed | 3.0h | 18m | 1m | 10.0x | 180.0x |
| 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 with weak-goal-biased practice exam as root cause beyond blueprint fix. | 12.0h | 180m | 3m | 4.0x | 240.0x |
| 21 | a marketing site: 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 | 37.5x |
| 22 | a marketing site PMP card+banner: set available_at, update category/course-page templates to render Available May 25th | 0.8h | 18m | 3m | 2.5x | 15.0x |
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 day's leverage distribution matters more than the headline figure. The 161.5x ceiling came from Full an inference engine accessibility audit (50 repos, deterministic Phase 0 + 4 parallel LLM agents, ~288 findings) followed by full compliance audit (12 sect...; the 2.5x floor was a marketing site PMP card+banner: set available_at, update category/course-page templates to render Available May 25th. Tasks at the top of the distribution share a shape: tightly-scoped specifications, clear success criteria, and minimal integration ambiguity. The AI doesn't need to discover anything new; it executes against an explicit target.
Tasks at the bottom run differently. They're either bounded by review-heavy work where every step gets verified, or they involve ambiguity that demands several rounds of trial and adjustment. The factor is real and informative, not a failure mode.
The supervisory leverage figure (447.6x today) tracks something orthogonal to wall-clock leverage. It's the ratio of human-equivalent output to human prompt-writing time. It stays high even on lower-leverage days because supervisory minutes scale with task count, not with the human-hour estimate; a 20-minute task and a 4-hour task can both be specified in two minutes of human prompt-writing.
Across the 22 tasks, the day produced roughly 10.6 weeks of senior-engineer-equivalent throughput in 15.6 hours of model wall-clock. That ratio is the practical answer to the question of how much output a single operator can move per day when the model handles the execution and the operator handles the direction.