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AI07 July 2026

Documentation and deployment

9 tasks. July 7, 2026 closed at 15.0x weighted leverage across 234.2 human-equivalent hours in 935 minutes of wall-clock time. Supervisory leverage came in at 369.9x.

That is 5.9 weeks of human-equivalent throughput in 15.6 hours. The ceiling was 80.0x; the floor was 3.6x. 7 of the 9 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1[ip] portfolio hardening: 8 CIP drafts (spec backfills; +87 claims; +10 figures; defect fixes; language hardening) + doc sync via 51-agent orchestration120.0h90m2m80.0x
2Survey IB Spanish domain + activity/content-type systems; author ADR-0008 (world-language content types + four-skill activity model) + design-brief artifact30.0h30m4m60.0x
3Autopilot activity-coverage audit + implement Gap1 minimal_pair_contrast dispatch (web+electron) and Gap2 credit-gate 5 types + regression test22.0h40m4m33.0x
4Review 402-line portfolio analysis and build complete 16-week pre-filing execution plan (7 work streams to Oct 27 deadline)6.0h15m2m24.0x
5Draft counsel engagement introduction email for AVIAN nonprovisional filings ([counsel] SF + Southlake variants)3.0h8m3m22.5x
6Diagnose + fix VS Code blank-terminal (GPU/WebGL context loss) without losing shell sessions1.5h6m3m15.0x
7Content production11.0h80m3m8.2x
8Rebuild The Deferral epubs (full novel + preview + synopsis) from current manuscript; diagnose cwd-relative cover-path build failure and gitignored-but-tracked force-add; validate epub zip integrity + cover…0.8h6m2m7.5x
9IB/AP domain [content generation] marathon: resumable harness rebuild ([content generation]-only + standalone activity backfill) + 4 non-lang academic domains shipped to beta; 29 deferred (validator/gate…40.0h660m15m3.6x

Aggregate Statistics

MetricValue
Total tasks9
Total human-equivalent hours234.2
Total Claude minutes935
Total supervisory minutes38
Total tokens11,539,000
Weighted average leverage factor15.0x
Weighted average supervisory leverage factor369.9x
Human-equivalent weeks5.9

Analysis

The highest factor of the day came in at 80.0x and the lowest at 3.6x, a spread of 22.0 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 120.0 of the 234.2 human-equivalent hours, or 51 percent of the day. One task carrying that much of the total is worth noting; the average is doing less work than it appears to.

Supervisory time was 38 minutes against 935 minutes of execution, a ratio of about 1 to 25. Supervisory leverage of 369.9x 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.