Eleven tasks. June 8, 2026 weighted to 37.1x leverage across 510.0 human-equivalent hours in 824 Claude-minutes. Supervisory leverage closed at 695.5x.
12.8 weeks of human-equivalent throughput in 13.7 hours of Claude wall-clock. The 120.0x ceiling came from Travel-planning-app phases 2-9 backend build (itinerary reservations realtime expenses journal templates search fleet-integration email-import MCP) 150 tests 96pct + 2 adversarial...; the 6.9x floor sat at Finish readiness audit: pushed 25 fix commits, verified 8 CI/CD pipelines, diagnosed+fixed a prod-pipeline ERESOLVE regression (console-sim eslint ^10->^9.20.0), root-caused 2 pre-....
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor | Sup. Factor |
|---|---|---|---|---|---|---|
| 1 | Travel-planning-app phases 2-9 backend build (itinerary reservations realtime expenses journal templates search fleet-integration email-import MCP) 150 tests 96pct + 2 adversarial reviews + 14-finding hardening | 140.0h | 70m | 2m | 120.0x | 4200.0x |
| 2 | Travel-planning app; four planning docs (requirements design plan testing-strategy) for a trip planner with fleet integrations | 20.0h | 14m | 4m | 85.7x | 300.0x |
| 3 | Full deployment-readiness audit (a monorepo, 40 changed repos): Phase-0 canonical reconciliation (patent specification), schema-validated 973 specs (44 invalid found), ~16110 tests run 0 failures, 93-finding report, safe+ESLint fixes across 24 repos committed locally (no push), 40 audit timestamps recorded, diagnosed unhealthy local Postgres as API-gateway test-error cause | 90.0h | 65m | 4m | 83.1x | 1350.0x |
| 4 | Email-platform remediation plan: cluster 116 audit findings into 20 root-cause work packages, dependency-ordered phased roadmap w/ code-grounded steps (20-architect workflow) | 16.0h | 18m | 2m | 53.3x | 480.0x |
| 5 | Audit an email platform: 4 design docs vs code+tests gap analysis + full code review/bug hunt (16-domain multi-agent, adversarially verified) | 32.0h | 42m | 3m | 45.7x | 640.0x |
| 6 | Travel-planning-app Phase 1 build; ports + defect-tracker board + private repo + FastAPI/React scaffold (trips/members/settings auth 49 tests 97pct cov) + adversarial review + 17-finding hardening | 32.0h | 45m | 3m | 42.7x | 640.0x |
| 7 | Execute email-platform remediation: P0 foundation (CI honesty + Alembic) + P1 criticals (IDOR/CSRF, NullPool workers, AI budget enforcement, webhook auth, send-pipeline); 8 commits, +18 tests, suite green | 32.0h | 70m | 1m | 27.4x | 1920.0x |
| 8 | Continue email-platform remediation: complete P1 (search, Valkey WS bridge) + P2 sweep (block-at-sync, quiet-hours TZ, batch-snooze, ReDoS, hot-cache bound, N+1); 7 commits, suite 946 green | 18.0h | 50m | 1m | 21.6x | 1080.0x |
| 9 | Resumed multi-day content remediation: built+debugged a wall-clock watchdog for third-party-model socket-stall wedges (fixed zombie-thread cascade); fixed private-scope leak + reverted contamination; diagnosed+fixed casefold and strip over-normalization data-corruption bugs in dup-detection (fixer + audit) with backup-restore; LIVE dup-options 1727->0; backfilled all 206 LIVE packages to full content incl. one pathological package; built distractor-explanation generator + backfilled 10293 explanations across 4 packages | 120.0h | 380m | 14m | 18.9x | 514.3x |
| 10 | AWS cost-spike forensics + prod tools-box disk-full incident recovery (EBS volume rescue) | 6.0h | 35m | 9m | 10.3x | 40.0x |
| 11 | Finish readiness audit: pushed 25 fix commits, verified 8 CI/CD pipelines, diagnosed+fixed a prod-pipeline ERESOLVE regression (console-sim eslint ^10->^9.20.0), root-caused 2 pre-existing red pipelines (a CMS EC2 deploy, an API gateway ruff on concurrent commit) as not-from-this-audit | 4.0h | 35m | 1m | 6.9x | 240.0x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 11 |
| Total human-equivalent hours | 510.0 |
| Total Claude minutes | 824 |
| Total supervisory minutes | 44 |
| Total tokens | 23,705,000 |
| Weighted average leverage factor | 37.1x |
| Weighted average supervisory leverage factor | 695.5x |
| Human-equivalent weeks | 12.8 |
Analysis
The day's leverage distribution matters more than the headline figure. The 120.0x ceiling came from Travel-planning-app phases 2-9 backend build (itinerary reservations realtime expenses journal templates search fleet-integration email-import MCP) 150 tests 96...; the 6.9x floor was Finish readiness audit: pushed 25 fix commits, verified 8 CI/CD pipelines, diagnosed+fixed a prod-pipeline ERESOLVE regression (console-sim eslint ^10->^9.20.0).... 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 (695.5x 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 11 tasks, the day produced roughly 12.8 weeks of senior-engineer-equivalent throughput in 13.7 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.