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AI30 May 2026

Mostly infrastructure

45 tasks. May 30, 2026 closed at 26.0x weighted leverage across 701.8 human-equivalent hours in 1,620 minutes of wall-clock time. Supervisory leverage came in at 316.6x.

That is 17.5 weeks of human-equivalent throughput in 27.0 hours. The ceiling was 80.0x; the floor was 3.3x. 21 of the 45 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1[ip-cluster] interaction batch 2 — 7 interactions x 3 clients (math/chem/biology/language/history)40.0h30m3m80.0x
2[ip-cluster] interaction batch 3 — 8 interactions x 3 clients (econ/math/chem/biology/physics/history) + stall recovery48.0h55m4m52.4x
3[ip-cluster] V2 native host shells + 8 primitive interactions x 3 clients120.0h140m4m51.4x
4[ip-cluster] interaction batch 4 — 7 interactions x 3 clients (physics/econ/history/biology/CS) + stall recovery42.0h50m4m50.4x
5[ip-cluster] interaction batch 5 — 8 interactions x 3 clients (econ curves + CS tools) + stall recovery46.0h58m4m47.6x
6[ip-cluster] interaction batch 6 — 8 interactions x 3 clients (econ/math/language) + double-launch + stall recovery46.0h62m4m44.5x
7[ip-cluster] interaction batch 8 — 8 interactions x 3 clients (earth-sci/history/art/language/math)46.0h62m4m44.5x
8[ip-cluster] interaction batch 9 (FINAL pure-UI) — 10 interactions x 3 clients56.0h78m4m43.1x
9Client parity Phase 1: iOS wrong-answer lesson-review panel wired into MCQActivityView (captures missed concept IDs, defers auto-advance to sheet onDismiss; faithful to QuestionBankMCQView) + Android 6…32.0h80m3m24.0x
10Android OfflineScaffold: NetworkMonitor+NetworkObserver+ConnectivityModule+OfflineScaffold+OfflineWriteQueue+Room v2+AppViewModel+AppHost+strings (13 files)6.0h18m5m20.0x
11avian-app-android Phase-2 rum: PulseClient + ChronicleBeacon + TelemetryFlushWorker real POST6.0h18m3m20.0x
12Regenerated 2 empty PMI CP nodes (re-validated 0.994) + ran LLM confirmation sweep over 2923 HIGH validation residuals (Haiku->Sonnet), confirming 282 real content errors across 101 packages (90.4% FP);…5.0h15m1m20.0x
13Repaired all 125 live-domain content errors found by the confirmation sweep (Sonnet-regen seeded with each confirmed issue + local [engine subsystem] [quality gate]; 1 node re-fixed), verified 125/125,…4.0h12m1m20.0x
14[ip-cluster] interaction batch 7 — 8 interactions x 3 clients (chemistry/physics) + draft-status fix + recovery48.0h145m4m19.9x
15[ip-cluster] rive_diagram native renderer — Android + Electron (gradle + npm/WASM/CSP dep adds)12.0h40m4m18.0x
16Audit and review36.0h125m5m17.3x
17Retired draft status catalog-wide (631 specs + manifests + 6 code/doc + 3 UI files via subagent, tsc-verified); fixed residual live issues (3 stale checkpoints, 53 accepted atom-gaps); ranked 12 beta…7.0h25m3m16.8x
18Reswept 536 MCQs derived from the 125 repaired live nodes: regenerated 535 from corrected content (Haiku), preserved IDs/tier/metadata, structurally validated + spot-checked; on disk for S32.0h8m1m15.0x
19Phase 1+2.1 live-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…6.0h25m2m14.4x
20[ip-cluster] host nav rewire (iOS+Android) with audio-parity audit + workflow-recovery16.0h70m3m13.7x
21Autonomously promoted 14 domains to beta with necessary [content generation]: ~6.6k tier-coverage questions (recall for 6 ISC2/ISACA certs, all-tier AP Macro), blueprint goal-weight reweight for 11…9.0h40m3m13.5x
22electron-updater spec: wire electron-updater IPC and VersionChecker UI4.0h18m3m13.3x
23electron-updater Phase-1: wire autoUpdater IPC end-to-end (main.ts, preload.ts, types.ts, ipc-client.ts, VersionChecker.tsx, test mock)4.0h18m3m13.3x
24iOS morning-briefing cinematic overlay — MorningBriefingView + ParticleLayer in DashboardView.swift3.0h14m3m12.9x
25Build morning-briefing Phase-2 feature for Android client (MorningBriefingOverlay + DashboardScreen wiring)6.0h28m5m12.9x
26bug-reporter cross-client spec investigation2.0h10m3m12.0x
27Build ErrorDetectionScreen + ViewModel (Android Jetpack Compose)4.0h22m5m10.9x
28Build Android service_match activity: ServiceMatchScreen + ServiceMatchViewModel (Jetpack Compose)4.0h22m5m10.9x
29Documentation7.0h40m1m10.5x
30Build Android ProceduralStepSequencingScreen + ViewModel (Jetpack Compose)3.0h18m3m10.0x
31content 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 +…2.5h16m1m9.4x
32root-caused 224 empty-[model] (10 live cert packages = 2026-05-17 recall-regen content-persistence gap; embeddings+questions survived, content never written; unrecoverable from .before-recall-regen backups) +…3.0h20m2m9.0x
33Build CaseStudyAnalysisScreen + CaseStudyAnalysisViewModel for Android2.0h14m3m8.6x
34status-model overhaul (#8) — beta=staging-only-not-public across engine (public_only list_domains filter + GET /api/v1/domains param), web+electron public catalog filters (applyVerticalFilter +…4.5h32m1m8.4x
35avian-app-android MinimalPairContrastScreen+ViewModel3.0h22m3m8.2x
36tier reclassification (option a): Haiku-classified 42 corrupt knowledge-node tiers from content + propagated to 331 questions across 21 packages (~[cost]), backed up to data/.archive/tier-reclassify; fully…1.5h11m1m8.2x
37Build Android RecallSprintScreen + RecallSprintViewModel2.5h22m3m6.8x
38cognitive-state iOS feature: algorithm port + EngineClient.postCognitiveState + ActiveSessionView/AppState wiring2.0h18m3m6.7x
39Drove iOS CI green + Electron all-gates green. iOS: verified Xcode build of the MCQ change, fixed stale Phase unit test, rewrote run-tests.sh (dynamic sim resolution + pre-boot to kill the FBSOpenApplication…8.0h75m2m6.4x
40Refactor CredentialMapping.tsx off react-router-dom onto Electron prop-router contract0.5h6m2m5.0x
41Refactor PageNotFound.tsx off react-router-dom onto prop-router contract0.2h4m2m3.8x
42Refactor ReadinessForecast.tsx off react-router onto prop-router contract0.2h4m2m3.8x
43Refactor KnowledgeMapScreen to prop-router contract (onBack prop + back button both branches)0.2h4m2m3.8x
44iOS Phase-1 parity: add loadError state + AvianInlineAlert warning banner to ResumeReviewSectionView0.5h8m3m3.8x
45Coding1.0h18m3m3.3x

Aggregate Statistics

MetricValue
Total tasks45
Total human-equivalent hours701.8
Total Claude minutes1,620
Total supervisory minutes133
Total tokens8,985,000
Weighted average leverage factor26.0x
Weighted average supervisory leverage factor316.6x
Human-equivalent weeks17.5

Analysis

The highest factor of the day came in at 80.0x and the lowest at 3.3x, a spread of 24.0 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 40.0 of the 701.8 human-equivalent hours, or 6 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 133 minutes against 1,620 minutes of execution, a ratio of about 1 to 12. Supervisory leverage of 316.6x 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.