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AI09 April 2026

Coding and design and frontend

61 tasks. April 9, 2026 closed at 100.5x weighted leverage across 2,080.0 human-equivalent hours in 1,242 minutes of wall-clock time. Supervisory leverage came in at 499.2x.

That is 52.0 weeks of human-equivalent throughput in 20.7 hours. The ceiling was 342.9x; the floor was 16.0x. 18 of the 61 entries came from a single project.

Task Log

#TaskHuman Est.ClaudeSup.Factor
1Coding80.0h14m5m342.9x
2Design and frontend72.0h14m5m308.6x
3Coding120.0h25m5m288.0x
4Coding80.0h18m5m266.7x
5Coding56.0h14m5m240.0x
6Debugging40.0h12m3m200.0x
7Testing48.0h15m3m192.0x
8Design and frontend80.0h25m5m192.0x
9Testing80.0h25m5m192.0x
10Design and frontend56.0h18m5m186.7x
11Design and frontend56.0h18m5m186.7x
12Coding60.0h22m5m163.6x
13Coding48.0h18m5m160.0x
14Coding40.0h15m3m160.0x
15Coding40.0h15m5m160.0x
16Coding40.0h15m3m160.0x
17Coding24.0h10m3m144.0x
18Testing36.0h15m3m144.0x
19Coding28.0h12m3m140.0x
20Coding40.0h18m3m133.3x
21Design and frontend48.0h22m5m130.9x
22Design and frontend48.0h22m5m130.9x
23Coding24.0h12m3m120.0x
24Coding24.0h12m3m120.0x
25Design and frontend24.0h13m3m110.8x
26Design and frontend24.0h13m3m110.8x
27Design and frontend40.0h22m5m109.1x
28Design and frontend40.0h22m5m109.1x
29Design and frontend40.0h22m5m109.1x
30Design and frontend40.0h22m5m109.1x
31Coding32.0h18m5m106.7x
32Testing32.0h18m5m106.7x
33Design and frontend20.0h12m3m100.0x
34Design and frontend20.0h12m3m100.0x
35Design and frontend20.0h12m3m100.0x
36Testing40.0h25m5m96.0x
37Testing40.0h25m5m96.0x
38Coding16.0h12m3m80.0x
39Comprehensive accessibility audit across avian-app-web (25 components), avian-app-electron (33 components), avian-app-ios (85 files) with WCAG 2.1 AA gap analysis and 4-phase remediation plan32.0h25m3m76.8x
40Debugging10.0h8m3m75.0x
41Accessibility remediation tier 1: focus-visible rings (26 repos) skip-to-main links (20 repos) visually-hidden class (23 repos) canvas/SVG text alternatives (7 elements) lang attributes (5 files). 629 issues…40.0h45m2m53.3x
42Coding6.0h7m3m51.4x
43Coding12.0h14m5m51.4x
44Coding10.0h12m4m50.0x
45Create canonical feature lists: master (54 features) domain-specific (9 categories) [unreleased product] enterprise pricing16.0h22m3m43.6x
46Accessibility audit: 10-phase WCAG 2.1 AA audit across 31 UI repos. 629 issues found. Structural HTML checks and focus indicators and keyboard support and aria-live and reduced motion and canvas text…16.0h22m2m43.6x
47mTLS browser auth: fix MCP cert config, set up CRL/PKI infra, keychain import, fix 4 tool frontends/backends for cert-based auth, publish auth-react 0.1.3, write documentation40.0h55m8m43.6x
48Accessibility audit document: 9-phase WCAG 2.1 AA audit covering 38 UI repos with structural HTML checks and keyboard nav and screen reader and touch targets and activity formats and visualization alt text…20.0h28m4m42.9x
49AccelaStudy website rebuild spec: complete prompt with Avante-style design and all page designs and 845+ course pages and launch promo24.0h35m5m41.1x
50Accessibility remediation tier 2: reduced-motion (23) ARIA charts/gauges (18 components) aria-live regions (multi-repo) axe-core test infra with vitest-axe (24 repos) clickable div keyboard handlers…60.0h90m2m40.0x
51Design and frontend9.0h14m5m38.6x
52Coding6.0h10m3m36.0x
53Coding7.0h12m3m35.0x
54Refactoring10.0h18m4m33.3x
55Coding7.0h13m3m32.3x
56Update mTLS documentation across 10 AVIAN tool repos (design docs, technical-design, README, CHANGELOG)4.0h8m3m30.0x
57Coding8.0h18m3m26.7x
58Design and frontend5.0h12m3m25.0x
59Deployment24.0h60m15m24.0x
60Testing14.0h45m4m18.7x
61Deployment4.0h15m2m16.0x

Aggregate Statistics

MetricValue
Total tasks61
Total human-equivalent hours2,080.0
Total Claude minutes1,242
Total supervisory minutes250
Total tokens8,839,000
Weighted average leverage factor100.5x
Weighted average supervisory leverage factor499.2x
Human-equivalent weeks52.0

Analysis

The highest factor of the day came in at 342.9x and the lowest at 16.0x, a spread of 21.4 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 80.0 of the 2,080.0 human-equivalent hours, or 4 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 250 minutes against 1,242 minutes of execution, a ratio of about 1 to 5. Supervisory leverage of 499.2x 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.