19 tasks. May 15, 2026 closed at 21.1x weighted leverage across 378.0 human-equivalent hours in 1,075 minutes of wall-clock time. Supervisory leverage came in at 238.7x.
That is 9.4 weeks of human-equivalent throughput in 17.9 hours. The ceiling was 73.8x; the floor was 7.2x. 18 of the 19 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | avian-app-android 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 |
| 2 | avian-app-android Phase 3 data layer: EngineApi (single Retrofit interface, all endpoint groups), 7 DTO files, EngineClient facade with HttpException/SerializationException/IOException → EngineError mapping,… | 30.0h | 28m | 1m | 64.3x |
| 3 | Testing | 22.0h | 25m | 1m | 52.8x |
| 4 | Testing | 14.0h | 16m | 1m | 52.5x |
| 5 | avian-app-android Phase 7 onboarding + initialization: OnboardingViewModel (3-step state machine with DeterministicShuffle-seeded calibration quiz, 8-question SAMPLE_BANK, SavedStateHandle restoration),… | 14.0h | 16m | 1m | 52.5x |
| 6 | avian-app-android Phase 6 catalog + exam info: CatalogViewModel (StateFlow combine + EngineError-to-message mapping), DomainCatalogScreen (adaptive LazyVerticalGrid 1/2/3 cols, badges, top app bar with… | 18.0h | 21m | 1m | 51.4x |
| 7 | avian-app-android Phase 4 authentication: TokenStore + EncryptedTokenStore (AES-256-GCM Keystore), PendingEnrollmentStore + Encrypted impl, PkceVerifierStore + Encrypted impl with 5-min TTL, OidcConfig,… | 16.0h | 19m | 1m | 50.5x |
| 8 | avian-app-android Phase 5 app shell + state machine: 28-state Phase sealed interface (all @Parcelize), ActivityModeKey + WatchPhase, AppState, AppStateHolder (StateFlow Singleton), AppViewModel (HiltViewModel… | 14.0h | 17m | 1m | 49.4x |
| 9 | avian-app-android Phase 1 design system: HslColor + AvianColorScheme (light + dark, 1:1 parity with web tokens.css), AvianBrand runtime accent override, AvianTokens public surface (Composable getters +… | 18.0h | 22m | 1m | 49.1x |
| 10 | avian-app-android 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… | 12.0h | 18m | 1m | 40.0x |
| 11 | Two funding-strategy documents (pre-revenue SAFE path and growth-bridge + priced-seed path) covering consumer + [unreleased product] + enterprise markets with branded PDFs | 16.0h | 28m | 8m | 34.3x |
| 12 | avian-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… | 80.0h | 240m | 15m | 20.0x |
| 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 |
| 14 | avian-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… | 32.0h | 130m | 4m | 14.8x |
| 15 | avian-[engine subsystem]: 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… | 22.0h | 95m | 6m | 13.9x |
| 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… | 5.0h | 35m | 5m | 8.6x |
| 17 | Consolidated advisor-ready funding plan 02c (5-person team, [cost] SAFE, profit-sharing, [ip]-adjusted valuations, 5-year comp tables) plus HoRO/CFO + Marketing Director job description PDFs | 32.0h | 240m | 35m | 8.0x |
| 18 | Infrastructure | 8.0h | 65m | 2m | 7.4x |
| 19 | Recovered 5 misdirected re-synth packages (scripts/data/domains -> data/domains); diagnosed and fixed engine bug at loop.py:460 (_pre_validate_nodes string-not-dict crash) mirroring synthesizer/engine.py… | 3.0h | 25m | 3m | 7.2x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 19 |
| Total human-equivalent hours | 378.0 |
| Total Claude minutes | 1,075 |
| 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 highest factor of the day came in at 73.8x and the lowest at 7.2x, a spread of 10.3 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 16.0 of the 378.0 human-equivalent hours, or 4 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 95 minutes against 1,075 minutes of execution, a ratio of about 1 to 11. Supervisory leverage of 238.7x 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.