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AI21 August 2026

Mostly coding

7 tasks. August 21, 2026 closed at 18.6x aggregate execution leverage across 177.5 qualified-senior-equivalent hours in 572 agent-session minutes. Covered operator leverage was 289.4x.

That is 4.4 qualified-senior-equivalent weeks. Task factors ranged from 4.7x to 82.9x. The largest project grouping contained 3 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1Testing72.0h52m0m82.9x
2Testing36.0h70m1m30.8x
3Coding28.0h64m0m26.0x
4Flightline closeout amendment (Fable planning): ground-truth sweep (memory-fix commit state, decontam wiring branch, activity-ui august divergence, palette/requirements trace, client type gaps, live prod…2.5h9m1m16.7x
5Infrastructure7.0h40m3m10.5x
6Deployment14.0h105m6m8.0x
7Debugging18.0h231m25m4.7x

Aggregate Statistics

MetricValue
Total tasks7
Qualified-senior-equivalent hours177.5
Agent-session minutes572
Covered operator minutes37
Recorded tokens0
Aggregate execution leverage18.6x
Covered operator leverage289.4x

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.