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AI17 August 2026

Coding and infrastructure

32 tasks. August 17, 2026 closed at 14.6x aggregate execution leverage across 661.5 qualified-senior-equivalent hours in 2,723 agent-session minutes. Covered operator leverage was 339.2x.

That is 16.5 qualified-senior-equivalent weeks. Task factors ranged from 3.7x to 64.9x. The largest project grouping contained 10 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1Debugging50.0h46m5m64.9x
2v7 mega-wave: Business split from Certs (line 24, [cost]/mo, PMI-Schweser pricing research), ratified corpus-block schedule restated, English/Languages->Oct, feature lists +English/Languages/Business…40.0h47m5m50.7x
3Infrastructure32.0h40m5m48.0x
4Cross-platform program planning for a task-management product: measured test coverage across iOS, web and backend; root-caused live client HTTP failures to client-side API route drift by diffing the served…20.0h28m5m42.9x
5Debugging5.0h7m1m42.9x
6[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
7Deployment20.0h31m4m39.2x
8Debugging14.0h27m3m31.1x
9Testing46.0h96m2m28.8x
10Accounting 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
11Documentation18.0h40m5m27.0x
12Audit and review4.0h9m1m26.7x
13Documentation24.0h56m2m25.7x
14Coding18.0h48m2m22.5x
15Documentation26.0h74m3m21.1x
16Documentation2.0h7m1m17.1x
17Infrastructure13.0h47m4m16.6x
18Deploy notification-service to prod (arm64/Graviton via SSM) with the per-app APNs topic fix + migration 012; hand-verified what the deploy skipped (health 200, alembic 012 head, device-list 200 proving new…5.0h22m2m13.6x
19[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
20Debugging55.0h251m2m13.1x
21Debugging9.0h46m2m11.7x
22Engine vector-architecture brief + S3 Vectors costing (published artifact, 3 options costed against measured volumes and real Cost Explorer spend), then script-elimination wave 3: content_screen.py into a…26.0h138m6m11.3x
23Documentation5.0h30m2m10.0x
24Infrastructure11.0h74m3m8.9x
25Documentation7.5h60m3m7.5x
26Deployment2.0h16m2m7.5x
27iOS: 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
28Deployment6.0h52m4m6.9x
29iOS 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
30Audit and review11.0h118m5m5.6x
31Infrastructure13.5h195m8m4.2x
32Hangar: vertical-scoped ownership catalog ([product] + [product]) — persistent active-vertical store (localStorage + auth-service user_state, contract-tolerant ?vertical=/?plan= capture, newer-updatedAt race…31.5h508m5m3.7x

Aggregate Statistics

MetricValue
Total tasks32
Qualified-senior-equivalent hours661.5
Agent-session minutes2,723
Covered operator minutes117
Recorded tokens16,576,560
Aggregate execution leverage14.6x
Covered operator leverage339.2x

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.