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AI10 September 2026

Mostly testing

3 tasks. September 10, 2026 closed at 37.4x aggregate execution leverage across 172.0 qualified-senior-equivalent hours in 276 agent-session minutes. Covered operator leverage was 645.0x.

That is 4.3 qualified-senior-equivalent weeks. Task factors ranged from 29.7x to 48.0x. The largest project grouping contained 1 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1Deployment24.0h30m3m48.0x
2Remediate all non-security, non-test architecture and Python quality findings in [product]; refactor lifecycle, Temporal, event projection, workers, persistence, frontend contracts, and scripts; verify,…120.0h189m13m38.1x
3Built the first local Amiga-style dungeon-crawler prototype with imported city and cellar maps, modern artwork, party management, shops, spell casting, combat, local saves, and automated regression checks.28.0h57m0m29.7x

Aggregate Statistics

MetricValue
Total tasks3
Qualified-senior-equivalent hours172.0
Agent-session minutes276
Covered operator minutes16
Recorded tokens0
Aggregate execution leverage37.4x
Covered operator leverage645.0x

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.