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AI04 September 2026

Mostly coding

13 tasks. September 4, 2026 closed at 10.3x aggregate execution leverage across 698.0 qualified-senior-equivalent hours in 4,077 agent-session minutes. Covered operator leverage was 415.9x.

That is 17.4 qualified-senior-equivalent weeks. Task factors ranged from 6.5x to 34.6x. The largest project grouping contained 7 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1Production source reaudit and remediation of the embedded subscription checkout library; eight findings fixed and final source review clean.12.0h21m0m34.6x
2Implement notification-service re-audit fixes for literal text rendering, generation-fenced native push side effects, and schedule finalization/retention coordination6.0h12m0m29.5x
3Fix notification-service RA-43 rendered snapshot cleanup and RA-44 missing-intent resumes6.0h13m0m28.3x
4Testing16.0h39m1m24.6x
5Create fourteen paced CHEM1B gas-laws lesson videos and a combined edition with James narration, diagrams, captions, review prompts, and verified exports.16.0h41m0m23.4x
6Fix notification-service RA-40 through RA-42 and align commit and daily verification gates12.0h36m0m20.2x
7Repair and reaudit checkout notifications, durable completion, transaction-bound enrollment recovery, and modal exits16.0h51m1m18.9x
8Testing40.0h130m13m18.5x
9Reaudit and harden subscription checkout across the shared package, purchase API, and web consumer; publish and verify the corrected release20.0h71m1m16.9x
10Testing28.0h100m2m16.8x
11Create a 30-second biology animation sample with James narration, generated cell artwork, synchronized captions, and editable Remotion source6.0h28m0m13.0x
12Deployment480.0h3165m72m9.1x
13Testing40.0h371m10m6.5x

Aggregate Statistics

MetricValue
Total tasks13
Qualified-senior-equivalent hours698.0
Agent-session minutes4,077
Covered operator minutes101
Recorded tokens0
Aggregate execution leverage10.3x
Covered operator leverage415.9x

Interpretation

The qualified-senior hours are counterfactual estimates and inherit that uncertainty. Execution, token, and operator-time values retain their recorded provenance, which is incomplete for some legacy rows. Summed agent-session minutes are not serial wall-clock time when sessions overlap.

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.