38 tasks. May 16, 2026 closed at 23.3x weighted leverage across 393.5 human-equivalent hours in 1,012 minutes of wall-clock time. Supervisory leverage came in at 373.3x.
That is 9.8 weeks of human-equivalent throughput in 16.9 hours. The ceiling was 57.8x; the floor was 4.4x. 32 of the 38 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Design and frontend | 26.0h | 27m | 1m | 57.8x |
| 2 | avian-app-android Phase 11 five [ip] screens: 4 new EngineApi endpoints (governance/trajectory/cross-domain/scenario+submit) + 4 DTO files, PatentRepository, MockEngineDispatcher Contains match mode + 5 new… | 26.0h | 28m | 1m | 55.7x |
| 3 | avian-app-android Phase 10 course mode + TTS: ElevenLabsTts (Media3 ExoPlayer wrapper with callbackFlow Player.Listener bridge), PlaybackUpdate, TtsCacheStore (SHA-256-keyed disk cache +… | 22.0h | 24m | 1m | 55.0x |
| 4 | Testing | 28.0h | 31m | 1m | 54.2x |
| 5 | avian-app-android Phase 13 competitive multiplayer: 2 new lobby endpoints + CompetitiveDto + CompetitiveRepository + 2 fixtures, ReconnectingEngineEventClient (exponential backoff 1/2/4/8/16s cap with… | 22.0h | 25m | 1m | 52.8x |
| 6 | avian-app-android Phase 16 billing + i18n + finishing: Plus Jakarta Sans via Compose downloadable fonts + GoogleFont.Provider (5 weights, transparent SansSerif fallback), font_certs.xml documented stub,… | 24.0h | 28m | 1m | 51.4x |
| 7 | avian-app-android Phase 12 Autopilot + WorkManager: AutopilotStore (encrypted prefs) + InMemoryAutopilotStore, NotificationChannels (autopilot.reminders + streak.milestones), AutopilotReminderScheduler… | 22.0h | 26m | 1m | 50.8x |
| 8 | Design and frontend | 18.0h | 22m | 1m | 49.1x |
| 9 | avian-app-android Phase 17 macrobenchmark + baseline profile: :macrobenchmark Gradle module (com.android.test + androidx.baselineprofile + self-instrumenting + variant gating), StartupBenchmark (cold + warm ×… | 14.0h | 18m | 1m | 46.7x |
| 10 | Phase 6A: extract exam_service from rest_gateway (create_exam+submit_exam+get_study_plan, 800 LOC removed, 22 new unit tests) | 12.0h | 23m | 1m | 31.3x |
| 11 | Phase 7B: autopilot_service composite-path unit tests (compute_composite_readiness aggregation + compute_composite_next_actions cluster-dedup + diversity guard) | 5.0h | 12m | 0m | 25.0x |
| 12 | Phase 7D: manifold + strategy gRPC servicer tests (fixed manifold.proto deprecated option, unblocked proto codegen, 14 new tests; api 75.3->79.3%, origin 78.2->80.5%) | 5.0h | 13m | 0m | 23.1x |
| 13 | Phase 6H: extract composite autopilot routes + cross-domain cluster helpers to autopilot_service (359 LOC, collocates the full autopilot brain in one service) | 9.0h | 24m | 0m | 22.5x |
| 14 | Phase 6F: extract insights_service (compute_insights + cognitive-state classifier; 402 LOC out of rest_gateway, 16 new tests covering each card heuristic) | 7.0h | 19m | 0m | 22.1x |
| 15 | Phase 6C: extract question_service (get_next_pair_mcq + get_next_question) + generate_micro_challenge into autopilot_service (350 LOC, 21 new tests, fixes Phase 6B compute_next_actions regression) | 8.0h | 22m | 0m | 21.8x |
| 16 | Coding | 4.0h | 11m | 0m | 21.8x |
| 17 | avian-engine Phase 3 heavyweight extractions: delete_entity (127 LOC) + submit_answer (313 LOC) + submit_question_answer (258 LOC) + assess_readiness (225 LOC) + get_fingerprint (85 LOC) into… | 18.0h | 50m | 2m | 21.6x |
| 18 | Phase 6B: extract submit_activity_credit + get_cross_domain_transfer into existing service modules (311 LOC, 12 new tests, 3 pre-existing tests updated) | 6.0h | 17m | 0m | 21.2x |
| 19 | Coding | 6.0h | 17m | 0m | 21.2x |
| 20 | avian-engine Phase 3 final heavyweight push: get_daily_stats + get_entity_readiness_history + get_lesson + record_autopilot_activity + diagnose_root_cause + create_remediation_session (6 endpoints; ~750 LOC… | 14.0h | 40m | 2m | 21.0x |
| 21 | Phase 7C: snapshot_cache pure-logic unit tests (17 tests: msgpack coercion, SnapshotMeta round-trip, tensor markers, url resolution, load_snapshot error paths) | 3.0h | 9m | 0m | 20.0x |
| 22 | avian-engine final autopilot brain extraction: _get_next_actions_inner (660 LOC) moved to autopilot_service.compute_next_actions. Late-imports for 7 gateway-local helpers keep helpers + brain on separate… | 6.0h | 18m | 2m | 20.0x |
| 23 | avian-engine Phase 5 ratchet + client update plan: bumped fail_under 79->80 (actual 81.46%), wrote 200-line client-update-plan.md with endpoint-by-endpoint compatibility table, per-client impact assessment,… | 4.0h | 12m | 2m | 20.0x |
| 24 | LLM-IT 9: ValidationPipeline integration tests (3 tests covering 3-pass validation through real embedder+[engine subsystem]+LLM; happy/empty/wrong-fragment paths) | 3.0h | 9m | 0m | 20.0x |
| 25 | LLM integration test harness: 17 tests across 5 origin modules (client, synthesizer, amplifier, validator [engine subsystem], flashcard [engine subsystem]) with cost guard + auto-skip; first run cost [cost] | 12.0h | 38m | 2m | 18.9x |
| 26 | Origin extract Phase 2: 7 grouped commits cutting engine off avian.origin. (LLM-client/embedder rewires in 9 files, composer relocation to avian.runtime, PERSONALIZATION_ relocation to avian.api.prompts,… | 8.0h | 26m | 1m | 18.5x |
| 27 | Phase 6G: move _compute_domain_readiness from rest_gateway to services/_helpers (zero late-imports from services to rest_gateway anymore; 227 LOC, 5 new readiness-math tests) | 4.0h | 13m | 0m | 18.5x |
| 28 | avian-engine Phase 5 coverage backfill: 85 new tests across snapshot_cache (msgpack default, tensor markers strip/restore, URL resolver, SnapshotPayload), scenario_seeds (normalize_difficulty, filter, tokens,… | 6.0h | 20m | 2m | 18.0x |
| 29 | Phase 6D: extract shared math+taxonomy helpers into services/_helpers (eliminates late-import dance; 328 LOC out of rest_gateway, 25 new helper tests) | 5.0h | 17m | 0m | 17.6x |
| 30 | Phase 7A: catalog_service unit tests (15 tests covering cache helpers, projection bundle, invalidation, both routes; lifts catalog_service from 24% to ~95%) | 4.0h | 14m | 0m | 17.1x |
| 31 | Phase 7E: engine_context singleton + lab-index unit tests (6 tests; api 79.3->79.4%) | 2.0h | 7m | 0m | 17.1x |
| 32 | avian-engine Phase 5 final coverage backfill: 25 new tests for rest_gateway math helpers (poisson_binomial_pass_probability, target_per_question_probability inverse with round-trip verification,… | 2.0h | 8m | 2m | 15.0x |
| 33 | Phase 6E: move 15 inline Pydantic models from rest_gateway to api/models.py (197 LOC, 0 regressions) | 2.0h | 9m | 0m | 13.3x |
| 34 | Origin extraction Phase 0: full inventory + dependency map + 9-phase plan + 3 new lib repos + new service repo with CLI/observability skeleton + 4 existing repos updated + 7 commits | 14.0h | 95m | 15m | 8.8x |
| 35 | Audit-orphanfix batch complete: 9 fresh re-syntheses + 9 question banks landed at 100% graph∩pair overlap, VPR 0.87-0.98. Engine bug fix (regenerate_nodes pair-orphan) verified end-to-end across all 9… | 2.5h | 20m | 2m | 7.5x |
| 36 | Origin extract Phase 1: populate 3 new libs from avian.origin (llm/embeddings/runtime types + schemas + parser + validator), full coverage suites, 197 tests green at ≥92% per lib, all 4 docs and commits per lib | 9.0h | 75m | 3m | 7.2x |
| 37 | Debugging | 3.0h | 35m | 4m | 5.1x |
| 38 | Diagnosed + fixed stale engine domain-cache bug (engine in-memory pairs/KG drift from disk after resynth), added /api/v1/admin/domains/reload bulk endpoint, wired [engine subsystem] zero-sweep [engine… | 8.0h | 110m | 12m | 4.4x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 38 |
| Total human-equivalent hours | 393.5 |
| Total Claude minutes | 1,012 |
| Total supervisory minutes | 63 |
| Total tokens | 5,552,000 |
| Weighted average leverage factor | 23.3x |
| Weighted average supervisory leverage factor | 373.3x |
| Human-equivalent weeks | 9.8 |
Analysis
The highest factor of the day came in at 57.8x and the lowest at 4.4x, a spread of 13.2 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 26.0 of the 393.5 human-equivalent hours, or 7 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 63 minutes against 1,012 minutes of execution, a ratio of about 1 to 16. Supervisory leverage of 373.3x 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.