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AI16 August 2026

Coding and infrastructure

34 tasks. August 16, 2026 closed at 18.6x aggregate execution leverage across 1,701.0 qualified-senior-equivalent hours in 5,479 agent-session minutes. Covered operator leverage was 523.4x.

That is 42.5 qualified-senior-equivalent weeks. Task factors ranged from 4.5x to 154.1x. The largest project grouping contained 25 entries.

Task Log

#TaskSenior Est.Agent SessionOperatorFactor
1Coding150.0h58m12m154.1x
2Deployment24.0h18m3m80.0x
3WP-SYN re-aim: ported 11 language content-type generators onto merged [ip-cluster] (2-repo port incl. discovering+rescuing a hidden dependency branch in [product][engine subsystem]-runtime, production…80.0h77m2m62.3x
4Infrastructure44.0h62m10m42.6x
5Testing40.0h61m2m39.3x
6Infrastructure16.0h25m6m38.4x
7Deployment40.0h63m14m38.1x
8Coding24.0h49m6m29.3x
9Documentation16.0h33m2m29.1x
10Documentation14.0h29m2m29.0x
11Deployment400.0h940m12m25.5x
12Fable resumption planning for iOS coverage program: plan section 16 (R0-R5 blocker-first sequencing), 3.1 two-bundle amendment, STATE reconciliation to 40.36%+14 held commits, review-prompt resumption…8.0h20m2m24.0x
13beautiful-mermaid occupancy layout engine: built to 0 defects across all 11 invariants on 192-figure [ip] corpus; closed 6 owner-reported structural defects120.0h300m15m24.0x
14Documentation14.0h38m10m22.1x
15[product] iOS coverage program R0-R5: root-caused the test-host crash blocker (d5a2a720) from 37 unread crash reports - three real audio defects, two shipping crashes - fixed all plus a fourth found by…70.0h204m8m20.6x
16[product] iOS: wired TTS through the gateway (dead code, zero call sites); fixed iOS-27-only builds (XcodeGen emitted no deployment target, artifact-verified 18.0); found and fixed the ADR-0020 dead-host…34.0h100m4m20.4x
17Design and frontend3.0h10m1m18.6x
18Deployment14.0h47m4m17.9x
19Infrastructure10.0h35m2m17.1x
20Testing7.0h25m2m16.8x
21Design and frontend140.0h568m9m14.8x
22Root-caused the canary observability blackout across three layers (CLI never called configure_logging so lastResort discarded every INFO milestone; stdout block-buffering; unconditional in-process torch load)…14.0h58m3m14.5x
23Testing28.0h118m4m14.2x
24[ip-cluster] [product]: full-suite green + 88.23% coverage baseline (P0 exit), root-caused and fixed both threads of the c70f63c7 flake family, merged P4.T1, triaged all 65 [ip-cluster] board cards with…56.0h247m6m13.6x
25beautiful-mermaid mermaid-rebuild-2 Fable planning: ground-truth measurement, four-docs update, successor plan + state + adversarial review gate10.0h45m5m13.3x
26[product] coverage overnight segment (paused session, logged per handoff): [ip-cluster] batches 1-3 + activities batch 1 (58 files to >=50%), ApertureInteractions 14,379-line/85-type file split into 85 files,…150.0h742m5m12.1x
27Testing32.0h167m9m11.5x
28Debugging48.0h298m6m9.7x
29Deployment10.0h70m3m8.6x
30Owner defect batch wave 1: 14 cards filed; purchase modal rebuilt (title, catalog counts, trial, spinner) via subscribe-react 0.4.1; title-case convention across 4 clients; [product] uploads routes + [model]…16.0h175m6m5.5x
31Fixed [product] Apple redirect URI (retired auth host -> Concourse gate, closed an allowlist-widening side effect) + terraform comment correction, deployed [product] (td :46) and [product] to prod with live…2.0h22m2m5.5x
32Coding4.0h45m4m5.3x
33August I3 overnight: canary campaign root-causing ~14 pipeline defects (silent logging, unchunked [engine subsystem] dispatch + silent grounding degrade, premise truncation, content_profile/DEFAULT_PIPELINE…60.0h690m12m5.2x
34Diagnosed and fixed silent Google sign-in failure in prod: CSP blocked accounts.google.com so GIS never loaded and the button container rendered empty; fixed live CloudFront policy + terraform, extended the…3.0h40m2m4.5x

Aggregate Statistics

MetricValue
Total tasks34
Qualified-senior-equivalent hours1,701.0
Agent-session minutes5,479
Covered operator minutes195
Recorded tokens41,761,000
Aggregate execution leverage18.6x
Covered operator leverage523.4x

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.