Skip to main content
AI12 August 2026

Coding and infrastructure

19 tasks. August 12, 2026 closed at 18.8x weighted leverage across 578.0 human-equivalent hours in 1,843 minutes of wall-clock time. Supervisory leverage came in at 578.0x.

That is 14.4 weeks of human-equivalent throughput in 30.7 hours. The ceiling was 57.4x; the floor was 1.7x. 18 of the 19 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Infrastructure45.0h47m3m57.4x
2Audit and review14.0h16m4m52.5x
3[ip-cluster] cross-domain refresher design artifact + [ip] CIP round (KK/BB/CC) + portfolio consistency sweep30.0h41m3m43.9x
4[ip-cluster] build program planning: 7-repo phased plan + durable state + Fable review gate + four-docs updates16.0h25m1m38.4x
5Charter program planning — cross-repo build plan for doc-upload private domains + Concourse unified gate (4-agent research sweep; master plan + durable state + Fable review gate)32.0h52m5m36.9x
6Testing120.0h214m2m33.6x
7Documentation32.0h68m3m28.2x
8Audit and review28.0h62m2m27.1x
9avian-admin-ios repo bootstrap: four docs + phased iOS/iPad build plan + fleet registry updates10.0h24m3m25.0x
10avian-admin-ios build program: phases 0-5 orchestrated with Opus agents — full iPhone+iPad admin app + OIDC auth + SSE + 237 tests140.0h406m2m20.7x
11Produce first 4 demo films end-to-end (H1/H2/H3-AP/H3-TP): stand up full local stack (api+engine+content_r4+SPA); build persona seeder (570 answers + 3 graded exams); fix 5 capture defects; render 1080p mp4 +…26.0h105m3m14.9x
12avian-admin-ios Release-build fix (#Preview/nav #if DEBUG guards, 27 files) + full TestFlight delivery (archive, cloud distribution signing, app record, export compliance, internal testing) via ASC API6.0h25m10m14.4x
13Fleet branch reconciliation: 140 repos audited, 78 promoted staging->main, 22 reverse-merges, 3 defects fixed, provenance breach found, tests+libs+artifact26.0h124m6m12.6x
14avian-app-ios WP-1.4 src/ reorganization (Opus agent: git-mv 200 files into src/ groupings + project.yml rebuild + cross-repo feature-registry repoint + tooling audit; orchestrator verify+merge+cross-repo…10.0h51m1m11.8x
15avian-app-ios WP-2.0 per-product build matrix + app-icon family (Opus agent: project.yml AppTargetBase + 3 targets certs/parked/skeleton + Vertical.swift gating + icon family; orchestrator verify+merge)14.0h85m1m9.9x
16avian-app-ios WP-1.2 readiness truth (Opus agent: wire predictReadiness/forecast live + regression test + cross-account leak fix; orchestrator verify+merge)8.0h58m1m8.3x
17avian-app-ios WP-1.1 assistant revival (Opus agent: mount ChatPanelView + send/history/clear + live SSE streaming parity + keychain test-leak fix; orchestrator verify+merge)12.0h214m1m3.4x
18Infrastructure6.0h118m8m3.1x
19avian-app-ios WP-1.3 dead-code purge (Opus agent: delete DomainSelectView/PlaceholderActivityView/TelemetryBuffer + dead POST + stale docs, grep-verified, tombstones kept; orchestrator verify+merge)3.0h108m1m1.7x

Aggregate Statistics

MetricValue
Total tasks19
Total human-equivalent hours578.0
Total Claude minutes1,843
Total supervisory minutes60
Total tokens21,435,000
Weighted average leverage factor18.8x
Weighted average supervisory leverage factor578.0x
Human-equivalent weeks14.4

Analysis

The highest factor of the day came in at 57.4x and the lowest at 1.7x, a spread of 34.5 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 45.0 of the 578.0 human-equivalent hours, or 8 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 60 minutes against 1,843 minutes of execution, a ratio of about 1 to 31. Supervisory leverage of 578.0x 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.