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AI13 August 2026

Infrastructure and documentation

25 tasks. August 13, 2026 closed at 9.4x weighted leverage across 554.0 human-equivalent hours in 3,538 minutes of wall-clock time. Supervisory leverage came in at 339.2x.

That is 13.8 weeks of human-equivalent throughput in 59.0 hours. The ceiling was 29.6x; the floor was 3.6x. 22 of the 25 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1[ip-cluster] P2 engine runtime + P3 web surfaces: 11 tasks via 7-way parallel worktree fan-out against a frozen cross-repo contract (RefresherConfig, staleness scorer, contradiction capture, composition…120.0h243m8m29.6x
2charlessieg.com instrument-template rebuild: 12 templates + SCSS design system, books page with 3 Replicate-generated covers + typographic compositing, context-specific post subtitles, regenerated all 157…75.0h180m12m25.0x
3avian-app-ios WP-2.1 Today-first Dashboard rebuild (web-parity IA + 3 latent-defect fixes)14.0h58m1m14.5x
4avian-app-ios WP-3.4 autopilot/Afterburner/Convoy + exam remediation (+decode-gap fix)18.0h79m1m13.7x
5avian-app-ios WP-2.3 Position Fix + Direct-To focus (CalibrateView flow + focus rail + bus events)12.0h66m1m10.9x
6avian-app-ios WP-2.5 Review Queue + bell (9+ cap) + Practice hub11.0h67m1m9.9x
7WP-5.2 on-device flashcard gen: multimodal iOS27 finding; My-cards deck + practice view; credit-unreachability lint; 41 tests; merge14.0h87m2m9.7x
8avian-app-ios WP-2.2 Course-detail 5-tab (fold+delete Trajectory/Curriculum/Autopilot, study-plan+exam-tips; resumed after API drop)14.0h90m1m9.3x
9WP-5.1 on-device explain-simpler: SDK-verified streaming service + seam; 2 surfaces; live rephrase proven; 19 tests; i18n; merge10.0h67m2m9.0x
10WP-4.2 APNs client half: per-config aps-environment across 4 targets; auth triggers; idempotent register/unregister; 20 tests; ASC push-capability fix; merge8.0h58m2m8.3x
11WP-3.3 case-study grading E2E + domain glossary: engine POST wiring; outcome seam; orphaned phase fix; 23 tests; merge — closes Phase 39.0h68m2m7.9x
12Refactoring40.0h310m14m7.7x
13WP-5.0 Xcode 27 + Liquid Glass migration: SDK raise at 755/755 parity; Swift 6.4 semantic fix; deprecations header-verified; design-system audit (zero changes); toolchain pin + beta lane constraint; merge16.0h125m3m7.7x
14avian-app-ios WP-2.6 Profile/Settings parity (self-service MFA enrollment + activity-prefs + CrossDomain decode fix + a11y fixes)12.0h95m1m7.6x
15avian-app-ios WP-3.5 onboarding resume-upload fix (real endpoint + auto-bug-file)5.0h44m1m6.8x
16App-Store prep Test Prep + AP/IB: bundle ids w/ SIWA-primary via API; AASA 4 ids; SSM v4 + avian-api deploy; new AP target (configs/icons/scheme/registry/tests)5.0h45m2m6.7x
17WP-4.3 event-bus parity audit: 27-type map vs Python source; 2 gaps wired; compiler-exhaustive enum refactor; 16 tests; cross-repo drift found+carded; merge5.0h45m2m6.7x
18Documentation101.0h1012m25m6.0x
19avian-app-ios Certs TestFlight ship: pipeline+archive+ASC bundle-id debug/rename; SIWA prod infra (SSM v3 + avian-api:39 + AASA); unit-only commit gate; parity program restart7.0h72m4m5.8x
20Debugging14.0h145m6m5.8x
21WP-3.6 offline credit queue: resume stopped worktree; verify inherited diff vs web parity; 15 regression tests; merge10.0h105m2m5.7x
22avian-app-ios WP-3.1 engine-driven interaction formats (5 kinds live dispatch + 2 bug fixes; stall+resume)14.0h169m1m5.0x
23avian-app-ios WP-2.4 Progress hub + Timeline + Concept Biography (fail-soft, no analytics dup)10.0h146m1m4.1x
24avian-app-ios WP-3.2 question-bank parity audit + silent-failure fix4.0h62m1m3.9x
25WP-3.7 labs hand-off: resume stopped worktree; verify vs web routes/hosts; 11 URL tests; merge6.0h100m2m3.6x

Aggregate Statistics

MetricValue
Total tasks25
Total human-equivalent hours554.0
Total Claude minutes3,538
Total supervisory minutes98
Total tokens24,606,000
Weighted average leverage factor9.4x
Weighted average supervisory leverage factor339.2x
Human-equivalent weeks13.8

Analysis

The highest factor of the day came in at 29.6x and the lowest at 3.6x, a spread of 8.2 times between the two. That is a wide range for a single day, and it usually means the day mixed mechanical work with work that needed real judgement.

The largest single entry accounted for 120.0 of the 554.0 human-equivalent hours, or 22 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 98 minutes against 3,538 minutes of execution, a ratio of about 1 to 36. Supervisory leverage of 339.2x is the figure I find most honest, because it measures the hours I actually spent rather than the hours a machine spent on my behalf.

Every figure here is recorded at the time the work is done rather than reconstructed afterwards. The human estimate is my own judgement and carries the uncertainty that implies; the minutes and tokens are measured. The full dataset, including this day, is available for download.