{"$schema":"https://ejfox.com/schema/page-twin@1.json","kind":"blog_post","url":"https://ejfox.com/blog/week-notes/2025-36","json_url":"https://ejfox.com/blog/week-notes/2025-36.json","generator":"ejfox.com/json-twin@1","data":{"cacheVersion":"2026-05-13-gear-cards","html":"<figure role=\"figure\" aria-label=\"Tutorial demonstrating 2x2 Rubik&#x27;s Cube solving steps, showing cube rotations and a young child holding the solved puzzle.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756735086/screenshot_2025-09-01_at_9.57.51_AM.png\" alt=\"Tutorial demonstrating 2x2 Rubik&#x27;s Cube solving steps, showing cube rotations and a young child holding the solved puzzle.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756735086/screenshot_2025-09-01_at_9.57.51_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756735086/screenshot_2025-09-01_at_9.57.51_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756735086/screenshot_2025-09-01_at_9.57.51_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756735086/screenshot_2025-09-01_at_9.57.51_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Tutorial demonstrating 2x2 Rubik&#x27;s Cube solving steps, showing cube rotations and a young child holding the solved puzzle.\" width=\"1764\" height=\"1062\" style=\"--splay-rot:0.6deg;\" data-dimensions=\"1764×1062\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Tutorial demonstrating 2x2 Rubik's Cube solving steps, showing cube rotations and a young child holding the solved puzzle.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Technical explanation of broken LLM capability chaining: current batch processing executes all capabilities simultaneously, while proper incremental chaining should stream results after each step.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756739254/screenshot_2025-09-01_at_11.07.19_AM.png\" alt=\"Technical explanation of broken LLM capability chaining: current batch processing executes all capabilities simultaneously, while proper incremental chaining should stream results after each step.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756739254/screenshot_2025-09-01_at_11.07.19_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756739254/screenshot_2025-09-01_at_11.07.19_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756739254/screenshot_2025-09-01_at_11.07.19_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756739254/screenshot_2025-09-01_at_11.07.19_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Technical explanation of broken LLM capability chaining: current batch processing executes all capabilities simultaneously, while proper incremental chaining should stream results after each step.\" width=\"1738\" height=\"1196\" style=\"--splay-rot:-1.77deg;\" data-dimensions=\"1738×1196\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Technical explanation of broken LLM capability chaining: current batch processing executes all capabilities simultaneously, while proper incremental chaining should stream results after each step.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Backtesting results comparing AAPL momentum strategy (−6.37% return, 25% win rate) versus Bitcoin momentum strategy (−1.76% return, 33% win rate) with risk metrics.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756754792/screenshot_2025-09-01_at_3.26.20_PM.png\" alt=\"Backtesting results comparing AAPL momentum strategy (−6.37% return, 25% win rate) versus Bitcoin momentum strategy (−1.76% return, 33% win rate) with risk metrics.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756754792/screenshot_2025-09-01_at_3.26.20_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756754792/screenshot_2025-09-01_at_3.26.20_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756754792/screenshot_2025-09-01_at_3.26.20_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756754792/screenshot_2025-09-01_at_3.26.20_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Backtesting results comparing AAPL momentum strategy (−6.37% return, 25% win rate) versus Bitcoin momentum strategy (−1.76% return, 33% win rate) with risk metrics.\" width=\"1100\" height=\"472\" style=\"--splay-rot:2.53deg;\" data-dimensions=\"1100×472\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Backtesting results comparing AAPL momentum strategy (−6.37% return, 25% win rate) versus Bitcoin momentum strategy (−1.76% return, 33% win rate) with risk metrics.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Bitcoin price analysis dashboard showing cumulative returns, rolling volatility, price action, and volume profile from 4 PM to 7 PM.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756779666/screenshot_2025-09-01_at_10.20.52_PM.png\" alt=\"Bitcoin price analysis dashboard showing cumulative returns, rolling volatility, price action, and volume profile from 4 PM to 7 PM.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756779666/screenshot_2025-09-01_at_10.20.52_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756779666/screenshot_2025-09-01_at_10.20.52_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756779666/screenshot_2025-09-01_at_10.20.52_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756779666/screenshot_2025-09-01_at_10.20.52_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Bitcoin price analysis dashboard showing cumulative returns, rolling volatility, price action, and volume profile from 4 PM to 7 PM.\" width=\"2800\" height=\"1800\" style=\"--splay-rot:-1.29deg;\" data-dimensions=\"2800×1800\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Bitcoin price analysis dashboard showing cumulative returns, rolling volatility, price action, and volume profile from 4 PM to 7 PM.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Unity game editor showing a 3D scene with dark rocky terrain, blue sky, and scattered card clone game objects in the viewport hierarchy.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756780821/screenshot_2025-09-01_at_10.40.02_PM.png\" alt=\"Unity game editor showing a 3D scene with dark rocky terrain, blue sky, and scattered card clone game objects in the viewport hierarchy.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756780821/screenshot_2025-09-01_at_10.40.02_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756780821/screenshot_2025-09-01_at_10.40.02_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756780821/screenshot_2025-09-01_at_10.40.02_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756780821/screenshot_2025-09-01_at_10.40.02_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Unity game editor showing a 3D scene with dark rocky terrain, blue sky, and scattered card clone game objects in the viewport hierarchy.\" width=\"3600\" height=\"2262\" style=\"--splay-rot:2.46deg;\" data-dimensions=\"3600×2262\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Unity game editor showing a 3D scene with dark rocky terrain, blue sky, and scattered card clone game objects in the viewport hierarchy.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"2025 US House Republican primary election map showing Tennessee, Arizona, and Florida highlighted as competitive districts.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756856899/screenshot_2025-09-02_at_7.48.04_PM.png\" alt=\"2025 US House Republican primary election map showing Tennessee, Arizona, and Florida highlighted as competitive districts.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756856899/screenshot_2025-09-02_at_7.48.04_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756856899/screenshot_2025-09-02_at_7.48.04_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756856899/screenshot_2025-09-02_at_7.48.04_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756856899/screenshot_2025-09-02_at_7.48.04_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"2025 US House Republican primary election map showing Tennessee, Arizona, and Florida highlighted as competitive districts.\" width=\"3600\" height=\"2338\" style=\"--splay-rot:2.85deg;\" data-dimensions=\"3600×2338\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">2025 US House Republican primary election map showing Tennessee, Arizona, and Florida highlighted as competitive districts.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Crafting quest interface in survival game showing furnace creation objective with Low Grade Fuel requirement and workshop interior with workbench and storage.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756869878/screenshot_2025-09-02_at_11.23.44_PM.png\" alt=\"Crafting quest interface in survival game showing furnace creation objective with Low Grade Fuel requirement and workshop interior with workbench and storage.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756869878/screenshot_2025-09-02_at_11.23.44_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756869878/screenshot_2025-09-02_at_11.23.44_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756869878/screenshot_2025-09-02_at_11.23.44_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756869878/screenshot_2025-09-02_at_11.23.44_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Crafting quest interface in survival game showing furnace creation objective with Low Grade Fuel requirement and workshop interior with workbench and storage.\" width=\"3600\" height=\"2338\" style=\"--splay-rot:-1.04deg;\" data-dimensions=\"3600×2338\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Crafting quest interface in survival game showing furnace creation objective with Low Grade Fuel requirement and workshop interior with workbench and storage.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Cloudflare tunnel configuration showing 19 public hostnames mapping subdomains to localhost services running on various ports.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756918569/screenshot_2025-09-03_at_12.55.56_PM.png\" alt=\"Cloudflare tunnel configuration showing 19 public hostnames mapping subdomains to localhost services running on various ports.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756918569/screenshot_2025-09-03_at_12.55.56_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756918569/screenshot_2025-09-03_at_12.55.56_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756918569/screenshot_2025-09-03_at_12.55.56_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756918569/screenshot_2025-09-03_at_12.55.56_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Cloudflare tunnel configuration showing 19 public hostnames mapping subdomains to localhost services running on various ports.\" width=\"2092\" height=\"2262\" style=\"--splay-rot:-1.55deg;\" data-dimensions=\"2092×2262\" class=\"img-full my-8 rounded-sm img-splay aspect-square w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Cloudflare tunnel configuration showing 19 public hostnames mapping subdomains to localhost services running on various ports.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Cloudflare tunnel configuration form setting up subdomain irc.forestpunks.com routed to localhost TCP service.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756920280/screenshot_2025-09-03_at_1.24.27_PM.png\" alt=\"Cloudflare tunnel configuration form setting up subdomain irc.forestpunks.com routed to localhost TCP service.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756920280/screenshot_2025-09-03_at_1.24.27_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756920280/screenshot_2025-09-03_at_1.24.27_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756920280/screenshot_2025-09-03_at_1.24.27_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756920280/screenshot_2025-09-03_at_1.24.27_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Cloudflare tunnel configuration form setting up subdomain irc.forestpunks.com routed to localhost TCP service.\" width=\"1796\" height=\"2262\" style=\"--splay-rot:0.83deg;\" data-dimensions=\"1796×2262\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Cloudflare tunnel configuration form setting up subdomain irc.forestpunks.com routed to localhost TCP service.</figcaption>\n</figure>\n<p class=\"\"><img src=\"https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_1280/v1756928536/screenshot_2025-09-03_at_3.40.47_PM.mov\" alt=\"Screenshot - 2025-09-03 15:42 - screenshot 2025-09-03 at 3.40.47 PM.mov\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_640/v1756928536/screenshot_2025-09-03_at_3.40.47_PM.mov 640w, https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_960/v1756928536/screenshot_2025-09-03_at_3.40.47_PM.mov 960w, https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_1280/v1756928536/screenshot_2025-09-03_at_3.40.47_PM.mov 1280w, https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_1920/v1756928536/screenshot_2025-09-03_at_3.40.47_PM.mov 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" style=\"--splay-rot:2.4deg;\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\"></p>\n<figure role=\"figure\" aria-label=\"Browser developer console showing 404 errors when loading NYC subway map data and tile files from localhost.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756933376/screenshot_2025-09-03_at_5.02.44_PM.png\" alt=\"Browser developer console showing 404 errors when loading NYC subway map data and tile files from localhost.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756933376/screenshot_2025-09-03_at_5.02.44_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756933376/screenshot_2025-09-03_at_5.02.44_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756933376/screenshot_2025-09-03_at_5.02.44_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756933376/screenshot_2025-09-03_at_5.02.44_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Browser developer console showing 404 errors when loading NYC subway map data and tile files from localhost.\" width=\"1796\" height=\"2262\" style=\"--splay-rot:0.84deg;\" data-dimensions=\"1796×2262\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Browser developer console showing 404 errors when loading NYC subway map data and tile files from localhost.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Finder window showing metro-maker4 folder with its blue icon and Applications folder in the data directory.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756935407/screenshot_2025-09-03_at_5.36.34_PM.png\" alt=\"Finder window showing metro-maker4 folder with its blue icon and Applications folder in the data directory.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756935407/screenshot_2025-09-03_at_5.36.34_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756935407/screenshot_2025-09-03_at_5.36.34_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756935407/screenshot_2025-09-03_at_5.36.34_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756935407/screenshot_2025-09-03_at_5.36.34_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Finder window showing metro-maker4 folder with its blue icon and Applications folder in the data directory.\" width=\"1776\" height=\"1012\" style=\"--splay-rot:0.6deg;\" data-dimensions=\"1776×1012\" class=\"img-full my-8 rounded-sm img-splay aspect-video w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Finder window showing metro-maker4 folder with its blue icon and Applications folder in the data directory.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Instructions for accessing poll averages and betting markets through a race controller interface, listing 102 poll averages by geography/candidate/type and 177 betting markets.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756995363/screenshot_2025-09-04_at_10.15.50_AM.png\" alt=\"Instructions for accessing poll averages and betting markets through a race controller interface, listing 102 poll averages by geography/candidate/type and 177 betting markets.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756995363/screenshot_2025-09-04_at_10.15.50_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756995363/screenshot_2025-09-04_at_10.15.50_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756995363/screenshot_2025-09-04_at_10.15.50_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756995363/screenshot_2025-09-04_at_10.15.50_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Instructions for accessing poll averages and betting markets through a race controller interface, listing 102 poll averages by geography/candidate/type and 177 betting markets.\" width=\"1328\" height=\"1230\" style=\"--splay-rot:-2.57deg;\" data-dimensions=\"1328×1230\" class=\"img-full my-8 rounded-sm img-splay aspect-square w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Instructions for accessing poll averages and betting markets through a race controller interface, listing 102 poll averages by geography/candidate/type and 177 betting markets.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Animal Collective&#x27;s Feels album 20th anniversary reissue: 3LP box set with purple vinyl, featuring unreleased demos and B-sides.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756996439/screenshot_2025-09-04_at_10.33.43_AM.png\" alt=\"Animal Collective&#x27;s Feels album 20th anniversary reissue: 3LP box set with purple vinyl, featuring unreleased demos and B-sides.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756996439/screenshot_2025-09-04_at_10.33.43_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756996439/screenshot_2025-09-04_at_10.33.43_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756996439/screenshot_2025-09-04_at_10.33.43_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756996439/screenshot_2025-09-04_at_10.33.43_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Animal Collective&#x27;s Feels album 20th anniversary reissue: 3LP box set with purple vinyl, featuring unreleased demos and B-sides.\" width=\"1278\" height=\"1834\" style=\"--splay-rot:-2.63deg;\" data-dimensions=\"1278×1834\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Animal Collective's Feels album 20th anniversary reissue: 3LP box set with purple vinyl, featuring unreleased demos and B-sides.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"macOS Privacy &#x26; Security settings showing app permissions, data sharing controls, and security options like FileVault and Lockdown Mode.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756998022/screenshot_2025-09-04_at_10.59.53_AM.png\" alt=\"macOS Privacy &#x26; Security settings showing app permissions, data sharing controls, and security options like FileVault and Lockdown Mode.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1756998022/screenshot_2025-09-04_at_10.59.53_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1756998022/screenshot_2025-09-04_at_10.59.53_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1756998022/screenshot_2025-09-04_at_10.59.53_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1756998022/screenshot_2025-09-04_at_10.59.53_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"macOS Privacy &#x26; Security settings showing app permissions, data sharing controls, and security options like FileVault and Lockdown Mode.\" width=\"1400\" height=\"1168\" style=\"--splay-rot:-2.44deg;\" data-dimensions=\"1400×1168\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">macOS Privacy &#x26; Security settings showing app permissions, data sharing controls, and security options like FileVault and Lockdown Mode.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Completely black or empty image with no visible content\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757164616/screenshot_2025-09-06_at_9.16.43_AM.png\" alt=\"Completely black or empty image with no visible content\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757164616/screenshot_2025-09-06_at_9.16.43_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757164616/screenshot_2025-09-06_at_9.16.43_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757164616/screenshot_2025-09-06_at_9.16.43_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757164616/screenshot_2025-09-06_at_9.16.43_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Completely black or empty image with no visible content\" width=\"1748\" height=\"654\" style=\"--splay-rot:0.82deg;\" data-dimensions=\"1748×654\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Completely black or empty image with no visible content</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Web developer inspecting Subway Builder game&#x27;s HTML structure and CSS styling in browser DevTools, showing dark theme layout and font configurations.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757165250/screenshot_2025-09-06_at_9.27.17_AM.png\" alt=\"Web developer inspecting Subway Builder game&#x27;s HTML structure and CSS styling in browser DevTools, showing dark theme layout and font configurations.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757165250/screenshot_2025-09-06_at_9.27.17_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757165250/screenshot_2025-09-06_at_9.27.17_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757165250/screenshot_2025-09-06_at_9.27.17_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757165250/screenshot_2025-09-06_at_9.27.17_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Web developer inspecting Subway Builder game&#x27;s HTML structure and CSS styling in browser DevTools, showing dark theme layout and font configurations.\" width=\"2400\" height=\"1600\" style=\"--splay-rot:-2.69deg;\" data-dimensions=\"2400×1600\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Web developer inspecting Subway Builder game's HTML structure and CSS styling in browser DevTools, showing dark theme layout and font configurations.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Subway Builder game showing a 3D transit map with blue rail lines and teal stations across a metropolitan area, with $2 billion budget and 5 of 10 objectives completed.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757165888/screenshot_2025-09-06_at_9.37.55_AM.png\" alt=\"Subway Builder game showing a 3D transit map with blue rail lines and teal stations across a metropolitan area, with $2 billion budget and 5 of 10 objectives completed.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757165888/screenshot_2025-09-06_at_9.37.55_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757165888/screenshot_2025-09-06_at_9.37.55_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757165888/screenshot_2025-09-06_at_9.37.55_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757165888/screenshot_2025-09-06_at_9.37.55_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Subway Builder game showing a 3D transit map with blue rail lines and teal stations across a metropolitan area, with $2 billion budget and 5 of 10 objectives completed.\" width=\"2400\" height=\"1600\" style=\"--splay-rot:2.18deg;\" data-dimensions=\"2400×1600\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Subway Builder game showing a 3D transit map with blue rail lines and teal stations across a metropolitan area, with $2 billion budget and 5 of 10 objectives completed.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Network visualization tool displaying 9 nodes connected by 3 links with node force controls and browser developer console showing network data initialization logs.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757170095/screenshot_2025-09-06_at_10.48.00_AM.png\" alt=\"Network visualization tool displaying 9 nodes connected by 3 links with node force controls and browser developer console showing network data initialization logs.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757170095/screenshot_2025-09-06_at_10.48.00_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757170095/screenshot_2025-09-06_at_10.48.00_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757170095/screenshot_2025-09-06_at_10.48.00_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757170095/screenshot_2025-09-06_at_10.48.00_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Network visualization tool displaying 9 nodes connected by 3 links with node force controls and browser developer console showing network data initialization logs.\" width=\"1796\" height=\"2262\" style=\"--splay-rot:1.74deg;\" data-dimensions=\"1796×2262\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Network visualization tool displaying 9 nodes connected by 3 links with node force controls and browser developer console showing network data initialization logs.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Polling dashboard showing Donald Trump approval rating at 45.7% approve and 49.2% disapprove from September 2025 survey data.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757170521/screenshot_2025-09-06_at_10.55.11_AM.png\" alt=\"Polling dashboard showing Donald Trump approval rating at 45.7% approve and 49.2% disapprove from September 2025 survey data.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757170521/screenshot_2025-09-06_at_10.55.11_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757170521/screenshot_2025-09-06_at_10.55.11_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757170521/screenshot_2025-09-06_at_10.55.11_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757170521/screenshot_2025-09-06_at_10.55.11_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Polling dashboard showing Donald Trump approval rating at 45.7% approve and 49.2% disapprove from September 2025 survey data.\" width=\"3600\" height=\"2338\" style=\"--splay-rot:-2.86deg;\" data-dimensions=\"3600×2338\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Polling dashboard showing Donald Trump approval rating at 45.7% approve and 49.2% disapprove from September 2025 survey data.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Donald Trump approval rating poll showing 45.7% approve and 49.2% disapprove from Decision Desk HQ.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757170816/screenshot_2025-09-06_at_11.00.01_AM.png\" alt=\"Donald Trump approval rating poll showing 45.7% approve and 49.2% disapprove from Decision Desk HQ.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757170816/screenshot_2025-09-06_at_11.00.01_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757170816/screenshot_2025-09-06_at_11.00.01_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757170816/screenshot_2025-09-06_at_11.00.01_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757170816/screenshot_2025-09-06_at_11.00.01_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Donald Trump approval rating poll showing 45.7% approve and 49.2% disapprove from Decision Desk HQ.\" width=\"1796\" height=\"2262\" style=\"--splay-rot:0.6deg;\" data-dimensions=\"1796×2262\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Donald Trump approval rating poll showing 45.7% approve and 49.2% disapprove from Decision Desk HQ.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Interactive map comparing 2016 and 2020 U.S. presidential election results by county, showing Trump and Biden vote totals and percentages across New York state.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757204242/screenshot_2025-09-06_at_8.17.06_PM.png\" alt=\"Interactive map comparing 2016 and 2020 U.S. presidential election results by county, showing Trump and Biden vote totals and percentages across New York state.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757204242/screenshot_2025-09-06_at_8.17.06_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757204242/screenshot_2025-09-06_at_8.17.06_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757204242/screenshot_2025-09-06_at_8.17.06_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757204242/screenshot_2025-09-06_at_8.17.06_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Interactive map comparing 2016 and 2020 U.S. presidential election results by county, showing Trump and Biden vote totals and percentages across New York state.\" width=\"3600\" height=\"2338\" style=\"--splay-rot:1.27deg;\" data-dimensions=\"3600×2338\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Interactive map comparing 2016 and 2020 U.S. presidential election results by county, showing Trump and Biden vote totals and percentages across New York state.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Side-by-side comparison of 2016 and 2020 U.S. presidential election results showing state-by-state electoral maps and vote tallies for Clinton vs. Trump and Biden vs. Trump.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757269715/screenshot_2025-09-07_at_2.28.22_PM.png\" alt=\"Side-by-side comparison of 2016 and 2020 U.S. presidential election results showing state-by-state electoral maps and vote tallies for Clinton vs. Trump and Biden vs. Trump.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757269715/screenshot_2025-09-07_at_2.28.22_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757269715/screenshot_2025-09-07_at_2.28.22_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757269715/screenshot_2025-09-07_at_2.28.22_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757269715/screenshot_2025-09-07_at_2.28.22_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Side-by-side comparison of 2016 and 2020 U.S. presidential election results showing state-by-state electoral maps and vote tallies for Clinton vs. Trump and Biden vs. Trump.\" width=\"2396\" height=\"2262\" style=\"--splay-rot:-0.76deg;\" data-dimensions=\"2396×2262\" class=\"img-full my-8 rounded-sm img-splay aspect-square w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Side-by-side comparison of 2016 and 2020 U.S. presidential election results showing state-by-state electoral maps and vote tallies for Clinton vs. Trump and Biden vs. Trump.</figcaption>\n</figure>\n<p class=\"\"><img src=\"https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_1280/v1757287751/screenshot_2025-09-07_at_7.27.16_PM.mov\" alt=\"Screenshot - 2025-09-07 19:29 - screenshot 2025-09-07 at 7.27.16 PM.mov\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_640/v1757287751/screenshot_2025-09-07_at_7.27.16_PM.mov 640w, https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_960/v1757287751/screenshot_2025-09-07_at_7.27.16_PM.mov 960w, https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_1280/v1757287751/screenshot_2025-09-07_at_7.27.16_PM.mov 1280w, https://res.cloudinary.com/ejf/video/upload/c_scale,f_auto,q_auto:good,w_1920/v1757287751/screenshot_2025-09-07_at_7.27.16_PM.mov 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" style=\"--splay-rot:-1.97deg;\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\"></p>\n<figure role=\"figure\" aria-label=\"3D scatter plot of task embeddings colored by year from 2012 to 2024, showing temporal clustering patterns across embedding space.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757288131/screenshot_2025-09-07_at_7.35.19_PM.png\" alt=\"3D scatter plot of task embeddings colored by year from 2012 to 2024, showing temporal clustering patterns across embedding space.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1757288131/screenshot_2025-09-07_at_7.35.19_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1757288131/screenshot_2025-09-07_at_7.35.19_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1757288131/screenshot_2025-09-07_at_7.35.19_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1757288131/screenshot_2025-09-07_at_7.35.19_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"3D scatter plot of task embeddings colored by year from 2012 to 2024, showing temporal clustering patterns across embedding space.\" width=\"1796\" height=\"2262\" style=\"--splay-rot:-0.6deg;\" data-dimensions=\"1796×2262\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">3D scatter plot of task embeddings colored by year from 2012 to 2024, showing temporal clustering patterns across embedding space.</figcaption>\n</figure>","title":"2025 36","metadata":{"date":"2025-09-01T13:58:07.000Z","modified":"2025-09-24T05:30:29.000Z","words":473,"images":25,"imageDetails":{"total":25,"cloudinary":24,"withDimensions":0},"links":25,"codeBlocks":0,"headers":{},"toc":[],"type":"post"}},"_links":{"self":"https://ejfox.com/blog/week-notes/2025-36.json","html":"https://ejfox.com/blog/week-notes/2025-36","index":"/blog.json"}}