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AI03 September 2026

Coding and testing

22 tasks. September 3, 2026 closed at 8.4x aggregate execution leverage across 675.5 qualified-senior-equivalent hours in 4,814 agent-session minutes. Covered operator leverage was 358.7x.

That is 16.9 qualified-senior-equivalent weeks. Task factors ranged from 2.6x to 55.4x. The largest project grouping contained 13 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1Deployment12.0h13m2m55.4x
2Infrastructure9.0h15m3m36.0x
3Testing88.0h151m6m35.0x
4Infrastructure16.0h34m4m28.2x
5Deployment8.0h24m1m20.0x
6Infrastructure12.0h37m6m19.5x
7Testing11.0h38m3m17.4x
8Infrastructure34.0h123m6m16.6x
9Deployment20.0h76m4m15.8x
10Deployment46.0h179m4m15.4x
11Documentation6.0h32m3m11.2x
12Testing34.0h201m4m10.1x
13Deployment1.5h9m1m10.0x
14vantalect.com: define what the two leverage engagements sell (14 numbered deliverables, Charles's hour caps of 40/110 with live-hour estimates, [cost]/h change-order rate, scope, client obligations, meeting…4.0h34m6m7.1x
15Infrastructure9.0h78m4m6.9x
16Deployment12.0h109m2m6.6x
17Deployment40.0h383m12m6.3x
18Lockstep — replication atomicity, ordering and coordinator lifecycle in core/[product]. Orchestrated a 7-phase, 31-task program closing all 18 audit findings (15 re-audit + 3 discovered during planning) by…240.0h2405m25m6.0x
19Extract canonical @[product]/math-ui package; migrate UI, math activities, activity core, and web consumers; characterize behavior; remove duplicate parsers; verify builds, tests, bundles, and browser…40.0h439m5m5.5x
20Deployment5.0h58m3m5.2x
21Testing26.0h330m6m4.7x
22Deployment2.0h46m3m2.6x

Aggregate Statistics

MetricValue
Total tasks22
Qualified-senior-equivalent hours675.5
Agent-session minutes4,814
Covered operator minutes113
Recorded tokens0
Aggregate execution leverage8.4x
Covered operator leverage358.7x

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.