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AI25 July 2026

Mostly design and frontend

9 tasks. July 25, 2026 closed at 35.9x weighted leverage across 581.0 human-equivalent hours in 971 minutes of wall-clock time. Supervisory leverage came in at 871.5x.

That is 14.5 weeks of human-equivalent throughput in 16.2 hours. The ceiling was 50.0x; the floor was 6.0x. 9 of the 9 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Overnight iOS program run: tokens+XcodeGen/RenkaraKit/Swift6+IAP backend+gateway client+SIWA/IAP client+29 components+design/a11y sweep+AASA fixes400.0h480m3m50.0x
2avian-app-web two-batch owner defect sweep: autopilot exam-date silent overwrite, lesson markdown/LaTeX/commentary sanitizers, narration moved off macOS voice to Rime/ElevenLabs gateway, dashboard tour…48.0h62m14m46.5x
3Debugging40.0h75m2m32.0x
4Testing12.0h28m2m25.7x
5Deploy avian.renkara.com to prod; build+deploy shared VelvetRope CloudFront edge gate across 23 staging distributions in 2 AWS accounts (closing a fleet-wide unauthenticated-read exposure); rebuild 16 staging…40.0h128m6m18.8x
6Restore VelvetRope gate UI: diagnosed 10KB CloudFront Functions code cap as the cause of the stripped gate, ported the full 26.5KB animated gate to Lambda@Edge with edge-side key validation (key never sent to…16.0h52m3m18.5x
7Testing14.0h46m5m18.3x
8Testing6.0h50m4m7.2x
9B4 [ip-cluster] lane integration: merge 25 interaction kinds, 3 wiring edits, fix manifest scanner uppercase blind spot (iOS 96->97/97), correct 55 stale registry paths, fold 6 status flips5.0h50m1m6.0x

Aggregate Statistics

MetricValue
Total tasks9
Total human-equivalent hours581.0
Total Claude minutes971
Total supervisory minutes40
Total tokens9,040,000
Weighted average leverage factor35.9x
Weighted average supervisory leverage factor871.5x
Human-equivalent weeks14.5

Analysis

The highest factor of the day came in at 50.0x and the lowest at 6.0x, a spread of 8.3 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 400.0 of the 581.0 human-equivalent hours, or 69 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 40 minutes against 971 minutes of execution, a ratio of about 1 to 24. Supervisory leverage of 871.5x 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.