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AI17 August 2026

Infrastructure and coding

8 tasks. August 17, 2026 closed at 14.8x aggregate execution leverage across 231.0 qualified-senior-equivalent hours in 937 agent-session minutes. Covered operator leverage was 420.0x.

That is 5.8 qualified-senior-equivalent weeks. Task factors ranged from 5.9x to 40.6x. The largest project grouping contained 6 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1[ip-cluster] script-elimination wave 2: 6 scripts into dependency-injected tested server modules behind 3 new CLI groups, +280 tests, 3 latent defects found and fixed; NEW per-file 80% coverage ratchet; plus…42.0h62m3m40.6x
2Deployment20.0h31m4m39.2x
3Accounting v5: EA (SEE) + CIA join the product — 10% Vision v5 cascade (base 190K, 19K plateau, [cost] line, [cost].58B destination), 2 new corpus clusters + 6 course specs planned, feature lists, both…10.0h22m3m27.8x
4[ip-cluster] [product]: relevance-ranked premises at 800 chars, ungated-count wiring across all gated phases, judge wall-clock guard on a real black-holed socket, script wave 1 (65->44), benchmarks coverage,…72.0h320m12m13.5x
5Debugging55.0h251m2m13.1x
6Debugging9.0h46m2m11.7x
7iOS: root-caused and fixed empty course catalog (one string-typed passingScore killed Swift all-or-nothing decode); lenient+lossy catalog decoding; build-version stamping (AppBuildInfo, Home stamp, Settings…14.0h114m4m7.4x
8iOS 18 support: root-caused back-deployed isolated-deinit aborts (nonisolated deinit on 6 classes), full suite now runs on iOS 18.4 (was truncating at 386/2042 with 8 silent crash-restarts); fixed…9.0h92m3m5.9x

Aggregate Statistics

MetricValue
Total tasks8
Qualified-senior-equivalent hours231.0
Agent-session minutes937
Covered operator minutes33
Recorded tokens9,650,000
Aggregate execution leverage14.8x
Covered operator leverage420.0x

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.