43 tasks. April 23, 2026 closed at 20.7x weighted leverage across 435.8 human-equivalent hours in 1,261 minutes of wall-clock time. Supervisory leverage came in at 174.3x.
That is 10.9 weeks of human-equivalent throughput in 21.0 hours. The ceiling was 151.6x; the floor was 3.8x. 31 of the 43 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Documentation | 48.0h | 19m | 8m | 151.6x |
| 2 | ENGINE_WIRING_PLAN Phase 4 + Phase 8: catalog-projections client UI, /self-report + /seed-from-mastery endpoints, AvianMapper wiring, lifted 0.7 prior cap, study-hours fallback fix, client [scoring model]… | 40.0h | 43m | 2m | 55.8x |
| 3 | Documentation | 16.0h | 18m | 3m | 53.3x |
| 4 | Documentation | 12.0h | 15m | 1m | 48.0x |
| 5 | Infrastructure | 60.0h | 120m | 2m | 30.0x |
| 6 | Coding | 2.0h | 4m | 1m | 30.0x |
| 7 | Phase 3.5 engine wiring: cluster delegation (Task #9), cross-domain-transfer rewrite, catalog-projections endpoint (#11), ContentRewriter LLM wiring (#23), cascade re-embedding (#24), contradiction detection… | 24.0h | 50m | 3m | 28.8x |
| 8 | ENGINE_WIRING_PLAN Phases 6-7-9: ReplayMiner + HardwareDrift + SimReal + Safety + MultiAgent + OpsHealth + DeltaReplication + ActorCritic PolicyTrainer + two_step tier opt-in + /capabilities +… | 32.0h | 67m | 1m | 28.7x |
| 9 | Profile tabs (Profile/Subscription/Account) + testimonial backend + avatar in nav + sign-out relocation + ToS testimonial licence | 12.0h | 32m | 6m | 22.5x |
| 10 | Design + implement activity-to-domain-group master mapping: relabeled §11 matrix in avian-activities-react to 9 spec-directory groups × 22 activities, added JSON projection + sync script + typed resolver,… | 8.0h | 22m | 6m | 21.8x |
| 11 | Testing | 10.0h | 28m | 3m | 21.4x |
| 12 | avian-activities-react docs overhaul: reconciled design.md as authoritative (20 sections, all 22 activities, hooks, primitives, providers, exam sim, demo, data flow, offline, a11y), rewrote requirements.md as… | 16.0h | 45m | 6m | 21.3x |
| 13 | Engine Phase 4 self-report + seed-from-mastery endpoints (Tasks #5, #7), [scoring model]+entityId forwarding via session factory (Task #6), catalog projections client UI (Task #12), strategy/{id}/readiness… | 15.0h | 45m | 2m | 20.0x |
| 14 | Convert Help page to full Help Center with FAQ/Docs/Legal tabs in avian-app-web | 6.0h | 18m | 4m | 20.0x |
| 15 | avian-app-web: fix autopilot 422 (missing session_id) + add info button to autopilot card + diagnose resume upload 404 | 2.0h | 6m | 3m | 20.0x |
| 16 | Merged rogue DESIGN.md into docs/design.md in avian-app-electron and deleted the root copy | 1.2h | 4m | 2m | 18.8x |
| 17 | onboarding-service: vendor resumeparser to unblock Docker build (fixes resume upload 404); avian-app-web Practice Exam: skip intro modal, disable Next until answered, color-coded navigator… | 4.0h | 14m | 4m | 17.1x |
| 18 | Reconcile activity metadata across three sources into a single canonical activities_catalog.json: extended core/avian-domains catalog to v2 (added runtime_source per activity, fixed marketing_summary field… | 7.0h | 25m | 8m | 16.8x |
| 19 | Admin Phase 5 zero-REST WebSocket migration: multiplexed WebSocket replaces direct REST, JWT/JWKS auth handling (kid-less tokens, JWKS errors → 401), comps table names-first + UUID leak fix, markdown preview… | 25.0h | 90m | 2m | 16.7x |
| 20 | avian-admin docs audit pass 2 — dashboard reality status (wired/partial/placeholder/not built) inline in requirements.md, plus path & import audit across design.md / requirements.md / testing-strategy.md /… | 4.5h | 18m | 2m | 15.0x |
| 21 | Update avian-architecture docs (Data_Model.md, System_Architecture.md, Testing_Strategy.md) to reflect 15-table Postgres persistence schema from commit b2dccd0 | 2.0h | 8m | 5m | 15.0x |
| 22 | Fix practice-exam intro modal skip, answer persistence (refetch race), radio auto-select, navigator colors | 3.0h | 12m | 3m | 15.0x |
| 23 | Design and frontend | 10.0h | 45m | 2m | 13.3x |
| 24 | Task #20: Wire real [engine subsystem] model into EquivalenceClassEngine — new [engine subsystem]_gate.py module, DI into engine, replaced similarity placeholder with batched [engine subsystem] inference, 30… | 4.0h | 18m | 5m | 13.3x |
| 25 | Infrastructure | 12.0h | 60m | 3m | 12.0x |
| 26 | Task #22: Replace SynthesisSeeder fidelity magic constant with centroid cosine similarity; Task #21: Implement real calibrate_thresholds with F1 grid-sweep in CrossDomainIntelligenceEngine | 4.0h | 20m | 5m | 12.0x |
| 27 | Testing | 4.0h | 22m | 5m | 10.9x |
| 28 | Refactoring | 8.0h | 45m | 2m | 10.7x |
| 29 | Audit avian-admin docs (CLAUDE.md, requirements.md, design.md, testing-strategy.md) vs shipped code: fix 16 discrepancies — React 18→19, delete all references to retired REST clients, rename… | 3.0h | 18m | 2m | 10.0x |
| 30 | Selector benchmark harness: synthetic learner against real select_next_pair, 7 tuning arms × 50 seeds on CLF-C02, identified goal-level recency as the specific fix for hot-goal streaks (max_streak 3→1,… | 3.0h | 18m | 2m | 10.0x |
| 31 | Revive avian-admin test suite: bump vitest to 4.x, fix accessibility test after REST retirement, add 45 backend pytest tests (ws protocol/connection manager/event forwarder/rpc dispatcher) and 42 frontend… | 5.0h | 33m | 3m | 9.1x |
| 32 | Merge StudentProfile career editor into Profile tab; fix nav avatar to route to /profile; add /student-profile redirect; wire bio to backend | 1.5h | 10m | 2m | 9.0x |
| 33 | Finish Phase 5 WebSocket migration in avian-admin: migrate AccountTab/BillingTab/SystemHealth/notification pages off REST to multiplexed WS RPC; add health.current/health.history/subscriptions.get_for_user… | 6.0h | 42m | 4m | 8.6x |
| 34 | Added Lesson System Architecture doc (storage, personalization, delivery, rendering, 8 extensibility subsections); established global Mermaid-first diagram standard in ~/.claude/CLAUDE.md; converted all ASCII… | 3.0h | 22m | 3m | 8.2x |
| 35 | Fix onboarding-service JWKS auth and resume upload CORS chain | 2.0h | 15m | 6m | 8.0x |
| 36 | Coding | 6.0h | 45m | 5m | 8.0x |
| 37 | Create S3 user-content bucket and wire avatar upload; fix latent SSOT-legal build break and CodeArtifact lockfile poisoning | 3.0h | 25m | 3m | 7.2x |
| 38 | Added comprehensive adaptive-lessons FAQ (14 Q&As + viewer mechanics) to avian-app-web Lessons help doc, committed and deployed | 2.0h | 18m | 3m | 6.7x |
| 39 | Fixed 7 pre-existing TypeScript strict-mode errors in avian-app-web (Button variant, noUncheckedIndexedAccess fallbacks, ambient module decls, JSX key spread, unused import, null guards); committed and deployed | 1.0h | 9m | 2m | 6.7x |
| 40 | Continue-studying ContinueStudyingButton + explainer modal, drop adaptive tile, Home→Dashboard breadcrumb, study-time fractional minutes + flush on unmount/hide/idx-change + 20min cap, onboarding-service CORS… | 2.0h | 20m | 3m | 6.0x |
| 41 | Deploy Profile tabs across auth-service (both variants) and avian-app-web; diagnose and manually run alembic 010->012 on renkara-auth DB after its buildspec skipped migrations | 2.0h | 20m | 2m | 6.0x |
| 42 | Onboarding resume upload fix chain: JWKS auth + missing package data + UX spinner + friendly errors + auto-bug | 4.0h | 45m | 10m | 5.3x |
| 43 | Commit + push + verify CI/CD deployment of help-center and practice-exam changes | 0.5h | 8m | 1m | 3.8x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 43 |
| Total human-equivalent hours | 435.8 |
| Total Claude minutes | 1,261 |
| Total supervisory minutes | 150 |
| Total tokens | 6,695,500 |
| Weighted average leverage factor | 20.7x |
| Weighted average supervisory leverage factor | 174.3x |
| Human-equivalent weeks | 10.9 |
Analysis
The highest factor of the day came in at 151.6x and the lowest at 3.8x, a spread of 40.4 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 48.0 of the 435.8 human-equivalent hours, or 11 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 150 minutes against 1,261 minutes of execution, a ratio of about 1 to 8. Supervisory leverage of 174.3x 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.