19 tasks. May 15, 2026 weighted to 21.1x leverage across 378.0 human-equivalent hours in 1075 Claude-minutes. Supervisory leverage closed at 238.7x.
9.4 weeks of human-equivalent throughput in 17.9 hours of Claude wall-clock. The 73.8x ceiling came from an Android client repo skeleton: README, CLAUDE.md, and four parity docs (requirements, design, design-system, testing-strategy) translating the iOS Swift/SwiftUI client to Kotlin/...; the 7.2x floor sat at Recovered 5 misdirected re-synth packages (scripts/data/domains -> data/domains); diagnosed and fixed engine bug at loop.py:460 (prevalidate_nodes string-not-dict crash) mirrorin....
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor | Sup. Factor |
|---|---|---|---|---|---|---|
| 1 | an Android client repo skeleton: README, CLAUDE.md, and four parity docs (requirements, design, design-system, testing-strategy) translating the iOS Swift/SwiftUI client to Kotlin/Compose/AppAuth/Wear OS | 16.0h | 13m | 2m | 73.8x | 480.0x |
| 2 | an Android client Phase 3 data layer: EngineApi (single Retrofit interface, all endpoint groups), 7 DTO files, EngineClient facade with HttpException/SerializationException/IOException → EngineError mapping, EngineError sealed class, AuthInterceptor + TokenProvider, EngineEventClient (OkHttp WebSocket → Flow<... | 30.0h | 28m | 1m | 64.3x | 1800.0x |
| 3 | an Android client Phase 8 dashboard + rings: DailyRingsState + RingTargets, DailyRingsRollover (pure-function rules with 7 test cases), DailyRingsStore (SharedPreferences-backed with StateFlow + recordAnswer/recordActivity/rolloverIfNeeded), DailyRingsModule, DailyRingResetWorker (HiltWorker periodic 1-day fl... | 22.0h | 25m | 1m | 52.8x | 1320.0x |
| 4 | an Android client Phase 2 domain logic: LcsDiff (with iOS-bug fix), DeterministicShuffle (DJB2+Mulberry32+Fisher-Yates), BehavioralRingsComputation + RingArc + RingConstants + BehavioralRings, ProficiencyColor + TimedRecallTimer, Base64Url with PKCE helpers (RFC 7636 verified), full AppModels with kotlinx-ser... | 14.0h | 16m | 1m | 52.5x | 840.0x |
| 5 | an Android client Phase 7 onboarding + initialization: OnboardingViewModel (3-step state machine with DeterministicShuffle-seeded calibration quiz, 8-question SAMPLE_BANK, SavedStateHandle restoration), OnboardingScreen (tier cards + progress-tracked quiz + completion), KnowledgeTier 5-tier enum, Initializati... | 14.0h | 16m | 1m | 52.5x | 840.0x |
| 6 | an Android client Phase 6 catalog + exam info: CatalogViewModel (StateFlow combine + EngineError-to-message mapping), DomainCatalogScreen (adaptive LazyVerticalGrid 1/2/3 cols, badges, top app bar with refresh + sign-in/profile, loading/empty/error states), ExamInfoViewModel (SavedStateHandle for domainId), E... | 18.0h | 21m | 1m | 51.4x | 1080.0x |
| 7 | an Android client Phase 4 authentication: TokenStore + EncryptedTokenStore (AES-256-GCM Keystore), PendingEnrollmentStore + Encrypted impl, PkceVerifierStore + Encrypted impl with 5-min TTL, OidcConfig, OidcAuthService (AppAuth Custom Tabs orchestration with suspend code-exchange), AuthResult sealed class, Au... | 16.0h | 19m | 1m | 50.5x | 960.0x |
| 8 | an Android client Phase 5 app shell + state machine: 28-state Phase sealed interface (all @Parcelize), ActivityModeKey + WatchPhase, AppState, AppStateHolder (StateFlow Singleton), AppViewModel (HiltViewModel with SavedStateHandle restoration + auth bootstrap + startStudying decision + handleBackPressed), Pha... | 14.0h | 17m | 1m | 49.4x | 840.0x |
| 9 | an Android client Phase 1 design system: HslColor + an inference engineColorScheme (light + dark, 1:1 parity with web tokens.css), an inference engineBrand runtime accent override, an inference engineTokens public surface (Composable getters + Spacing/Radius/Motion/TapTarget/Elevation/FontSize), an inference... | 18.0h | 22m | 1m | 49.1x | 1080.0x |
| 10 | an Android client Phase 0: phased build plan (18 phases) + Gradle multi-module skeleton (app/wear/design-system/domain/data/testing), Kotlin 2.0 + AGP 8.5 + Compose BOM, Hilt+KSP, version catalog, Hilt Application + Compose MainActivity for phone+Wear, manifest with OIDC + App Link intent-filters, network-sec... | 12.0h | 18m | 1m | 40.0x | 720.0x |
| 11 | Two funding-strategy documents (pre-revenue SAFE path and growth-bridge + priced-seed path) covering consumer + a recruiter product + enterprise markets with branded PDFs | 16.0h | 28m | 8m | 34.3x | 120.0x |
| 12 | an inference engine: retire @pytest.mark.slow tests, add 30s default timeout + pristine RNG seeding, lift 14 of 16 packages to >=85% unit-test coverage with 1,342 new fast tests across 20 files (5,010 pass / 0 fail / 75s wall-clock, pristine across 3 back-to-back runs). Built per-module coverage gate, fixed L... | 80.0h | 240m | 15m | 20.0x | 320.0x |
| 13 | Third funding-plan variant (SAFE + 2 equity-comp founding hires + native Android September 2026); PDF tooling improvements (DOC_DATE override, H2 page-break removal) | 6.0h | 22m | 6m | 16.4x | 60.0x |
| 14 | an inference engine Phase 3 service-layer extraction: 16 endpoints across 12 service modules (sequencing, interaction, atom_service compose v1+v2, autopilot lifecycle/create/composite/list-due, operations+telemetry batch, entity self-report + seed-from-mastery, session audio/hint/end/upload-resume/next-challe... | 32.0h | 130m | 4m | 14.8x | 480.0x |
| 15 | a simulation harness: audited UI vs post-April app-web rebuild, fixed Postgres auth + 22 stuck workers, added 4 frontend polish fixes (SSE wiring, sidebar grouping, cloud filter, per-provider calibration facet), remapped 8 Playwright page objects (onboarding, dashboard, exam, mcq, library, session_config, aut... | 22.0h | 95m | 6m | 13.9x | 220.0x |
| 16 | Diagnosed pair-orphan engine bug (regenerate_nodes returned only new nodes, caller looked up stale pairs by NEW id; pairs hold OLD id so intersection always empty); fixed signature + caller, added regression test #19; archived 9 affected packages; relaunched orphan-fix batch with 3-way parallel concurrency; s... | 5.0h | 35m | 5m | 8.6x | 60.0x |
| 17 | Consolidated advisor-ready funding plan 02c (5-person team, $6.5M SAFE, profit-sharing, patent-adjusted valuations, 5-year comp tables) plus HoRO/CFO + Marketing Director job description PDFs | 32.0h | 240m | 35m | 8.0x | 54.9x |
| 18 | Patent + diagram audit clean-up bundle for 7 follow-on filing working drafts (working drafts): reverted regression edges to deterministic-classifier verdicts (a follow-on FIG 2, a follow-on FIG 7), fixed EE 710 cross-fig conflict (subgraph carries numeral, PROV unnumbered, spec corrected), added success-path... | 8.0h | 65m | 2m | 7.4x | 240.0x |
| 19 | Recovered 5 misdirected re-synth packages (scripts/data/domains -> data/domains); diagnosed and fixed engine bug at loop.py:460 (prevalidate_nodes string-not-dict crash) mirroring synthesizer/engine.py defensive coercion; added regression test #18; relaunched resume batch (3 syntheses + 5 QBs) | 3.0h | 25m | 3m | 7.2x | 60.0x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 19 |
| Total human-equivalent hours | 378.0 |
| Total Claude minutes | 1075 |
| Total supervisory minutes | 95 |
| Total tokens | 5,130,000 |
| Weighted average leverage factor | 21.1x |
| Weighted average supervisory leverage factor | 238.7x |
| Human-equivalent weeks | 9.4 |
Analysis
The day's leverage distribution matters more than the headline figure. The 73.8x ceiling came from an Android client repo skeleton: README, CLAUDE.md, and four parity docs (requirements, design, design-system, testing-strategy) translating the iOS Swift/Swift...; the 7.2x floor was Recovered 5 misdirected re-synth packages (scripts/data/domains -> data/domains); diagnosed and fixed engine bug at loop.py:460 (prevalidate_nodes string-not-.... 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 (238.7x 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 19 tasks, the day produced roughly 9.4 weeks of senior-engineer-equivalent throughput in 17.9 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.