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AI18 August 2026

Coding and infrastructure

23 tasks. August 18, 2026 closed at 22.5x aggregate execution leverage across 1,230.0 qualified-senior-equivalent hours in 3,283 agent-session minutes. Covered operator leverage was 1232.1x.

That is 30.8 qualified-senior-equivalent weeks. Task factors ranged from 5.8x to 202.8x. The largest project grouping contained 6 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1Coding24.0h7m0m202.8x
2Documentation60.0h20m0m178.2x
3Documentation48.0h20m0m144.0x
4Coding56.0h24m0m139.2x
5Coding180.0h95m3m113.7x
6Coding48.0h26m0m111.6x
7Coding40.0h25m0m97.6x
8Documentation40.0h28m0m85.7x
9Design and frontend40.0h37m1m64.9x
10Coding32.0h42m3m45.7x
11Design and frontend24.0h38m1m37.9x
12Infrastructure11.0h19m3m34.7x
13Testing14.0h35m3m24.0x
14Documentation12.0h38m5m18.9x
15Designed and implemented the PubMark Lesson Score 0.1 foundation for [product] fixed lessons: normative profile and schema, production validator and integrity sealing, real [product] conformance artifact,…24.0h91m6m15.9x
16Testing270.0h1020m18m15.9x
17Testing22.0h90m3m14.7x
18Author the Accounting total-coverage corpus domain specification (Bar & Ledger program): 17 subject clusters, 3,238 leaf goals, 60-anchor cross-cluster prerequisite DAG, 15-course coverage map (CPA…140.0h610m3m13.8x
19Infrastructure68.0h382m5m10.7x
20MCP Retirement Program planning: fleet-wide research (5 parallel agents), 9-phase plan, durable state, Fable review gate14.0h83m2m10.1x
21Design and frontend32.0h236m1m8.1x
22Deployment3.0h29m1m6.2x
23Deployment28.0h289m1m5.8x

Aggregate Statistics

MetricValue
Total tasks23
Qualified-senior-equivalent hours1,230.0
Agent-session minutes3,283
Covered operator minutes60
Recorded tokens8,222,637
Aggregate execution leverage22.5x
Covered operator leverage1232.1x

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.