11 tasks. May 20, 2026 weighted to 54.5x leverage across 550.0 human-equivalent hours in 605 Claude-minutes. Supervisory leverage closed at 1269.2x.
13.8 weeks of human-equivalent throughput in 10.1 hours of Claude wall-clock. The 202.1x ceiling came from a knowledge graph Phases 4-31 complete — REST route table + 20 Act-II inventions (heartbeat, lens, focus, predictor, capture, topography, resonance, prefetch, flame, oscilloscope,...; the 14.4x floor sat at Full an inference engine content audit + generate v2 lesson atoms for AWS Solutions Architect Pro (893/894 atoms, diagnosed and fixed max_tokens truncation bug).
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor | Sup. Factor |
|---|---|---|---|---|---|---|
| 1 | a knowledge graph Phases 4-31 complete — REST route table + 20 Act-II inventions (heartbeat, lens, focus, predictor, capture, topography, resonance, prefetch, flame, oscilloscope, commitment, sentinel, topology, SLO tattoo, genome, spatial briefing, a CMS publisher, audience mirror, war room, ticker) + Act-II... | 320.0h | 95m | 1m | 202.1x | 19200.0x |
| 2 | Fleet round 4: a newsletter platform multi-tenant newsletter ownership + migration, an accounting tool cash flow investing/financing wiring + invoice taxcode per-line calculation, a relationship CRM networkgraph_task end-to-end persistence + health endpoint fix, an analytics platform scheduled report dispat... | 42.0h | 75m | 2m | 33.6x | 1260.0x |
| 3 | Fleet round 5: a knowledge base wiki-link resolution to real pages in same space, an infrastructure tool tag-keys-canonical custom in-process evaluator registry, a marketing platform lead scoring service writing to Contact.lead_score | 30.0h | 55m | 2m | 32.7x | 900.0x |
| 4 | Fleet round 7: a CMS FR-013 content export ZIP endpoint, full doc-vs-implementation alignment audit across 21 backend tools (an observability platform/a defect tracker/an AI tool/an email platform/a portfolio browser/a gateway/a metrics tracker/a CMS/a calendar platform/a relationship CRM/a monitoring tool/a... | 20.0h | 40m | 2m | 30.0x | 600.0x |
| 5 | Fleet round 3: an observability platform SLO budget action dispatch, a calendar platform in-process scheduler, a defect tracker activity WS broadcast, a marketing platform campaign step PATCH + EmailEditor save wiring, an audio tool @mention email dispatch | 40.0h | 80m | 2m | 30.0x | 1200.0x |
| 6 | Fleet round 6: a task tracker FR-SHARE-020 notification service worker, an audio tool FR §3.12 built-in slash commands (/me /shrug /status /away /dnd /topic /archive /leave /remind) | 16.0h | 35m | 2m | 27.4x | 480.0x |
| 7 | Fleet round 5c: an infrastructure tool governance.enforcementpolicies + .enforcementviolations ops + frontend rewire, an infrastructure tool expires-on-not-passed + expires-on-required-in-dev custom evaluators, an infrastructure tool IpSpacePage and AdvisorPage stale TODOs cleared | 18.0h | 40m | 2m | 27.0x | 540.0x |
| 8 | Fleet feature implementation round 2: a marketing platform landingpage prompt builder, a calendar platform event attachments end-to-end, an observability platform alert.firing -> a notification service dispatch with publishafter_commit, a defect tracker @mention notifications | 28.0h | 65m | 2m | 25.9x | 840.0x |
| 9 | Fleet round 5b: a CMS frontmatter TODO cleared, a marketing platform site list/settings frontend error display, an infrastructure tool StackDetailPage costs.by_stack wiring | 12.0h | 35m | 2m | 20.6x | 360.0x |
| 10 | Phase 1 recommender starvation fix (lesson-first + goal-scoped saturation + weakgoalids surfacing) + SAP-C02 baseline scenario family (vacation, recert, convoy) + lessons-learned doc + validation sweep runner. 5 new commits (2 engine, 3 decoy). 9 new regression tests; full 5999-test suite green. | 18.0h | 60m | 4m | 18.0x | 270.0x |
| 11 | Full an inference engine content audit + generate v2 lesson atoms for AWS Solutions Architect Pro (893/894 atoms, diagnosed and fixed max_tokens truncation bug) | 6.0h | 25m | 5m | 14.4x | 72.0x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 11 |
| Total human-equivalent hours | 550.0 |
| Total Claude minutes | 605 |
| Total supervisory minutes | 26 |
| Total tokens | 3,700,000 |
| Weighted average leverage factor | 54.5x |
| Weighted average supervisory leverage factor | 1269.2x |
| Human-equivalent weeks | 13.8 |
Analysis
The day's leverage distribution matters more than the headline figure. The 202.1x ceiling came from a knowledge graph Phases 4-31 complete — REST route table + 20 Act-II inventions (heartbeat, lens, focus, predictor, capture, topography, resonance, prefetch, f...; the 14.4x floor was Full an inference engine content audit + generate v2 lesson atoms for AWS Solutions Architect Pro (893/894 atoms, diagnosed and fixed max_tokens truncation bug). 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 (1269.2x 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 13.8 weeks of senior-engineer-equivalent throughput in 10.1 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.