Forty-five tasks. May 30, 2026 weighted to 26.0x leverage across 701.8 human-equivalent hours in 1620 Claude-minutes. Supervisory leverage closed at 316.6x.
17.5 weeks of human-equivalent throughput in 27.0 hours of Claude wall-clock. The 80.0x ceiling came from Interactive-activity batch 2; 7 interactions x 3 client apps (math/chem/biology/language/history); the 3.3x floor sat at Build rum feature for the desktop client (telemetry/RUM beacon + web-analytics useTrack wiring).
About These Records
These time records capture personal project work done with Claude Code (Anthropic) only. They do not include work done with ChatGPT (OpenAI), Gemini (Google), Grok (xAI), or other models, all of which I use extensively. Client work is also excluded, despite being primarily Claude Code. The actual total AI-assisted output for any given day is substantially higher than what appears here.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor | Sup. Factor |
|---|---|---|---|---|---|---|
| 1 | Interactive-activity batch 2; 7 interactions x 3 client apps (math/chem/biology/language/history) | 40.0h | 30m | 3m | 80.0x | 800.0x |
| 2 | Interactive-activity batch 3; 8 interactions x 3 client apps (econ/math/chem/biology/physics/history) + stall recovery | 48.0h | 55m | 4m | 52.4x | 720.0x |
| 3 | Interactive-activity V2 native host shells + 8 primitive interactions x 3 client apps | 120.0h | 140m | 4m | 51.4x | 1800.0x |
| 4 | Interactive-activity batch 4; 7 interactions x 3 client apps (physics/econ/history/biology/CS) + stall recovery | 42.0h | 50m | 4m | 50.4x | 630.0x |
| 5 | Interactive-activity batch 5; 8 interactions x 3 client apps (econ curves + CS tools) + stall recovery | 46.0h | 58m | 4m | 47.6x | 690.0x |
| 6 | Interactive-activity batch 6; 8 interactions x 3 client apps (econ/math/language) + double-launch + stall recovery | 46.0h | 62m | 4m | 44.5x | 690.0x |
| 7 | Interactive-activity batch 8; 8 interactions x 3 client apps (earth-sci/history/art/language/math) | 46.0h | 62m | 4m | 44.5x | 690.0x |
| 8 | Interactive-activity batch 9 (FINAL pure-UI); 10 interactions x 3 client apps | 56.0h | 78m | 4m | 43.1x | 840.0x |
| 9 | Client parity Phase 1: iOS wrong-answer panel into MCQActivityView + Android 6 standalone activity types (case study, error detection, minimal pair, procedural, recall sprint, service match) via 8-agent recon + 6-agent build workflow: activity-credit endpoint+DTOs, AssetCatalogLoader over 12 JSON catalogs, 6 Phase cases+routes+tiles, 6 Compose screens+ViewModels, 62 scoring tests; full check -x koverVerify green; 3 repos pushed | 32.0h | 80m | 3m | 24.0x | 640.0x |
| 10 | Repaired all 125 content-package errors from a confirmation sweep (Sonnet-regen + local re-validation, 1 re-fix), verified, committed | 4.0h | 12m | 1m | 20.0x | 240.0x |
| 11 | Regenerated 2 empty content nodes + LLM confirmation sweep over 2923 HIGH validation residuals (Haiku->Sonnet), confirming 282 real content errors across 101 packages; corrected post-mortem + committed | 5.0h | 15m | 1m | 20.0x | 300.0x |
| 12 | Android OfflineScaffold: NetworkMonitor+NetworkObserver+ConnectivityModule+OfflineScaffold+OfflineWriteQueue+Room v2+AppViewModel+AppHost+strings (13 files) | 6.0h | 18m | 5m | 20.0x | 72.0x |
| 13 | Android client Phase-2 rum: telemetry client + telemetry beacon + TelemetryFlushWorker real POST | 6.0h | 18m | 3m | 20.0x | 120.0x |
| 14 | Interactive-activity batch 7; 8 interactions x 3 client apps (chemistry/physics) + content-status fix + recovery | 48.0h | 145m | 4m | 19.9x | 720.0x |
| 15 | Interactive-activity rive_diagram native renderer; Android + desktop client (gradle + npm/WASM/CSP dep adds) | 12.0h | 40m | 4m | 18.0x | 180.0x |
| 16 | Root-caused + fixed NLI entailment-floor validation bug (66 pkgs stuck <0.85 for weeks); built local in-place revalidation, rescored 288 packages to 0 below 0.85 (zero API spend), fixed NLI label swap, hardened audit (P26.13), post-mortem + 4-repo commit | 36.0h | 125m | 5m | 17.3x | 432.0x |
| 17 | Retired draft content-lifecycle status catalog-wide (631 specs + manifests + code/docs + UI via subagent); fixed residual live issues (checkpoints + atoms); ranked 12 beta candidates; committed+pushed 5 repos + created+pushed 3 private GitHub lib repos | 7.0h | 25m | 3m | 16.8x | 140.0x |
| 18 | Reswept 536 MCQs derived from 125 repaired content nodes: regenerated 535 from corrected content (Haiku), preserved IDs/tier, validated + spot-checked | 2.0h | 8m | 1m | 15.0x | 120.0x |
| 19 | Phase 1+2.1 content-catalog audit cleanup: re-stamped 9611 question tiers from source nodes + 277 quality_report node-counts (mtime-preserved) + 47 manifests (deterministic, backed up); reconstructed 224 empty knowledge-node contents from their surviving questions via Sonnet + reclassified 8 tiers; audit impact tier-mismatch 9611->0, corrupt tiers 72->0, empty nodes 224->2, qr-drift 203->0, manifest disagreements 92->0; findings 146->141 (magnitudes collapsed) | 6.0h | 25m | 2m | 14.4x | 180.0x |
| 20 | Interactive-activity host nav rewire (iOS+Android) with audio-parity audit + workflow-recovery | 16.0h | 70m | 3m | 13.7x | 320.0x |
| 21 | Autonomously promoted 14 content domains to beta with necessary synthesis (~6.6k tier-coverage questions, blueprint goal-weight reweight for 11 packages), verified all 14 HIGH-clean in content-readiness audit, committed+pushed | 9.0h | 40m | 3m | 13.5x | 180.0x |
| 22 | electron-updater Phase-1: wire autoUpdater IPC end-to-end (main.ts, preload.ts, types.ts, ipc-client.ts, VersionChecker.tsx, test mock) | 4.0h | 18m | 3m | 13.3x | 80.0x |
| 23 | electron-updater spec: wire electron-updater IPC and VersionChecker UI | 4.0h | 18m | 3m | 13.3x | 80.0x |
| 24 | Build a morning-briefing Phase-2 feature for the Android client (MorningBriefingOverlay + DashboardScreen wiring) | 6.0h | 28m | 5m | 12.9x | 72.0x |
| 25 | iOS morning-briefing cinematic overlay; MorningBriefingView + ParticleLayer in DashboardView.swift | 3.0h | 14m | 3m | 12.9x | 60.0x |
| 26 | bug-reporter cross-client spec investigation | 2.0h | 10m | 3m | 12.0x | 40.0x |
| 27 | Build ErrorDetectionScreen + ViewModel (Android Jetpack Compose) | 4.0h | 22m | 5m | 10.9x | 48.0x |
| 28 | Build Android service_match activity: ServiceMatchScreen + ServiceMatchViewModel (Jetpack Compose) | 4.0h | 22m | 5m | 10.9x | 48.0x |
| 29 | Desktop client orphan-screen wiring (Phase 1a+1b): refactored 6 orphan screens off react-router-dom via a 6-agent workflow + hand-wired the shared layer (SCREENS, Screen union, render blocks, SCREEN_LABELS, accept-invite deep-link token) in the 1900-line App.tsx state machine; typecheck/lint/build clean, 452 tests pass | 7.0h | 40m | 1m | 10.5x | 420.0x |
| 30 | Build Android ProceduralStepSequencingScreen + ViewModel (Jetpack Compose) | 3.0h | 18m | 3m | 10.0x | 60.0x |
| 31 | content data-repair (cheap/safe subset of Task 7 backfills): case-normalized 5 corrupt node tiers + 56 question tiers (40 case + 16 from valid node), backed up to data/.archive/tier-repair; investigated + itemized the unrecoverable residual (50 nodes/395 Qs across 21 pkgs with node-content-written-into-tier corruption needing re-synthesis) + 18 exam-tips-only orphan stubs; did NOT guess tiers or delete generated data per data-safety rules | 2.5h | 16m | 1m | 9.4x | 150.0x |
| 32 | root-caused 224 empty-content nodes (10 content packages = 2026-05-17 recall-regen content-persistence gap; embeddings+questions survived, content never written; unrecoverable from .before-recall-regen backups) + hardened content-audit with 4 new content-integrity checks: P26.9 empty nodes (HIGH, now catches all 224), P26.10 near-empty, P26.11 degenerate questions (surfaced 121 single-option questions), P26.12 quality_report >20% node drift (203 pkgs); audit clean 99s / 146 findings | 3.0h | 20m | 2m | 9.0x | 90.0x |
| 33 | Build CaseStudyAnalysisScreen + CaseStudyAnalysisViewModel for Android | 2.0h | 14m | 3m | 8.6x | 40.0x |
| 34 | content-lifecycle status-model overhaul (#8); beta=staging-only-not-public across the inference engine (publiconly listdomains filter + GET /api/v1/domains param), web+desktop public catalog filters (applyVerticalFilter + build-catalog.mjs artifact), audit two-axis (public=live / staging-audited=live+beta), canon docs table+enforcement; engine 4510 + apps tsc + audit 89s all green; committed on staging across 5 repos | 4.5h | 32m | 1m | 8.4x | 270.0x |
| 35 | Android client MinimalPairContrastScreen+ViewModel | 3.0h | 22m | 3m | 8.2x | 60.0x |
| 36 | tier reclassification (option a): Haiku-classified 42 corrupt knowledge-node tiers from content + propagated to 331 questions across 21 packages (~5 cents), backed up to data/.archive/tier-reclassify; fully resolved tier corruption across 4 certification domains (corrupt node tiers 50->8, questions 395->64); residual 8 empty-content degenerate nodes in 6 other packages | 1.5h | 11m | 1m | 8.2x | 90.0x |
| 37 | Build Android RecallSprintScreen + RecallSprintViewModel | 2.5h | 22m | 3m | 6.8x | 50.0x |
| 38 | cognitive-state iOS feature: algorithm port + EngineClient.postCognitiveState + ActiveSessionView/AppState wiring | 2.0h | 18m | 3m | 6.7x | 40.0x |
| 39 | Drove iOS CI green (verified Xcode build, fixed stale Phase test, portable+reliable run-tests.sh with sim pre-boot, authored ios-ci.yml on macos-15; remote GH Actions run passed build+unit+UI) + Electron all-gates green (fixed typecheck dead-code, aligned design-system to workspace 0.2.1 fixing AppShell, rebuilt better-sqlite3, Stripe+lucide test-isolation mocks; typecheck/lint/build clean, 452 tests pass) | 8.0h | 75m | 2m | 6.4x | 240.0x |
| 40 | Refactor CredentialMapping.tsx off react-router-dom onto the desktop client prop-router contract | 0.5h | 6m | 2m | 5.0x | 15.0x |
| 41 | iOS Phase-1 parity: add loadError state + an inline alert warning banner to ResumeReviewSectionView | 0.5h | 8m | 3m | 3.8x | 10.0x |
| 42 | Refactor KnowledgeMapScreen to prop-router contract (onBack prop + back button both branches) | 0.2h | 4m | 2m | 3.8x | 7.5x |
| 43 | Refactor PageNotFound.tsx off react-router-dom onto prop-router contract | 0.2h | 4m | 2m | 3.8x | 7.5x |
| 44 | Refactor ReadinessForecast.tsx off react-router onto prop-router contract | 0.2h | 4m | 2m | 3.8x | 7.5x |
| 45 | Build rum feature for the desktop client (telemetry/RUM beacon + web-analytics useTrack wiring) | 1.0h | 18m | 3m | 3.3x | 20.0x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 45 |
| Total human-equivalent hours | 701.8 |
| Total Claude minutes | 1620 |
| Total supervisory minutes | 133 |
| Total tokens | 8,985,000 |
| Weighted average leverage factor | 26.0x |
| Weighted average supervisory leverage factor | 316.6x |
| Human-equivalent weeks | 17.5 |
Analysis
The day's leverage distribution matters more than the headline figure. The 80.0x ceiling came from Interactive-activity batch 2; 7 interactions x 3 client apps (math/chem/biology/language/history); the 3.3x floor was Build rum feature for the desktop client (telemetry/RUM beacon + web-analytics useTrack wiring). 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 (316.6x 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 45 tasks, the day produced roughly 17.5 weeks of senior-engineer-equivalent throughput in 27.0 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.