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AI20 August 2026

Coding and documentation

16 tasks. August 20, 2026 closed at 11.3x aggregate execution leverage across 310.0 qualified-senior-equivalent hours in 1,640 agent-session minutes. Covered operator leverage was 320.7x.

That is 7.8 qualified-senior-equivalent weeks. Task factors ranged from 4.0x to 46.7x. The largest project grouping contained 7 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1Documentation14.0h18m2m46.7x
2Infrastructure32.0h43m1m44.7x
3Infrastructure18.0h45m2m24.0x
4Deployment22.0h75m4m17.6x
5Deployment9.0h35m1m15.4x
6Testing8.0h35m1m13.7x
7Deployment11.0h50m2m13.2x
8[product] Infinite — re-tier the iOS test suite to unit-tests-only per owner directive, with an empirically-derived integration tier and a coverage ratchet. Classified all 53 test classes by running the full…9.0h41m0m13.2x
9Deployment22.0h132m0m10.0x
10Deployment12.0h72m1m9.9x
11Migrate the 901-document [product] corpus to PubMark: flatten unit folders, absorb metadata sidecars into front matter, retire docgen/HTML/PDF, fold in and retire the [product] repo, relocate…58.0h380m12m9.2x
12Corpus-wide staleness review and repair of the [product] documentation corpus (816 units): 30-rule staleness scanner, _staging reconciliation, 25 repair agents across 3 waves, 210 units repaired (471…65.0h432m5m9.0x
13Deployment3.0h20m1m9.0x
14Deployment14.0h108m21m7.8x
15Testing7.0h64m3m6.6x
16Deployment6.0h90m2m4.0x

Aggregate Statistics

MetricValue
Total tasks16
Qualified-senior-equivalent hours310.0
Agent-session minutes1,640
Covered operator minutes58
Recorded tokens2,361,229
Aggregate execution leverage11.3x
Covered operator leverage320.7x

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.