{"$schema":"https://ejfox.com/schema/page-twin@1.json","kind":"blog_post","url":"https://ejfox.com/blog/week-notes/2025-09","json_url":"https://ejfox.com/blog/week-notes/2025-09.json","generator":"ejfox.com/json-twin@1","data":{"cacheVersion":"2026-05-13-gear-cards","html":"<p class=\"\">vul</p>\n<figure role=\"figure\" aria-label=\"Terminal showing Git branches with uncommitted changes, tmux sessions, and Desktop directory listing media files and documents.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740423744/Screenshot_2025-02-24_at_2.02.11_PM.png\" alt=\"Terminal showing Git branches with uncommitted changes, tmux sessions, and Desktop directory listing media files and documents.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740423744/Screenshot_2025-02-24_at_2.02.11_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740423744/Screenshot_2025-02-24_at_2.02.11_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740423744/Screenshot_2025-02-24_at_2.02.11_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740423744/Screenshot_2025-02-24_at_2.02.11_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Terminal showing Git branches with uncommitted changes, tmux sessions, and Desktop directory listing media files and documents.\" width=\"1684\" height=\"2474\" style=\"--splay-rot:0.88deg;\" data-dimensions=\"1684×2474\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Terminal showing Git branches with uncommitted changes, tmux sessions, and Desktop directory listing media files and documents.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Design tool interface displaying five generative network drawings with abstract geometric line patterns and debugging warnings about missing animation targets and properties.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740456670/Screenshot_2025-02-24_at_11.10.56_PM.png\" alt=\"Design tool interface displaying five generative network drawings with abstract geometric line patterns and debugging warnings about missing animation targets and properties.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740456670/Screenshot_2025-02-24_at_11.10.56_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740456670/Screenshot_2025-02-24_at_11.10.56_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740456670/Screenshot_2025-02-24_at_11.10.56_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740456670/Screenshot_2025-02-24_at_11.10.56_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Design tool interface displaying five generative network drawings with abstract geometric line patterns and debugging warnings about missing animation targets and properties.\" width=\"2012\" height=\"2458\" style=\"--splay-rot:1.8deg;\" data-dimensions=\"2012×2458\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Design tool interface displaying five generative network drawings with abstract geometric line patterns and debugging warnings about missing animation targets and properties.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"LLM API management interface showing import dialog for API keys and file tree of Vue components with code editor displaying TypeScript configuration file.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740507053/Screenshot_2025-02-25_at_1.10.40_PM.png\" alt=\"LLM API management interface showing import dialog for API keys and file tree of Vue components with code editor displaying TypeScript configuration file.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740507053/Screenshot_2025-02-25_at_1.10.40_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740507053/Screenshot_2025-02-25_at_1.10.40_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740507053/Screenshot_2025-02-25_at_1.10.40_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740507053/Screenshot_2025-02-25_at_1.10.40_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"LLM API management interface showing import dialog for API keys and file tree of Vue components with code editor displaying TypeScript configuration file.\" width=\"3600\" height=\"2338\" style=\"--splay-rot:-0.85deg;\" data-dimensions=\"3600×2338\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">LLM API management interface showing import dialog for API keys and file tree of Vue components with code editor displaying TypeScript configuration file.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Facebook comments discussing how to change a device startup screen using font touch-up app and firmware file updates.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740522432/Screenshot_2025-02-25_at_5.27.00_PM.png\" alt=\"Facebook comments discussing how to change a device startup screen using font touch-up app and firmware file updates.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740522432/Screenshot_2025-02-25_at_5.27.00_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740522432/Screenshot_2025-02-25_at_5.27.00_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740522432/Screenshot_2025-02-25_at_5.27.00_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740522432/Screenshot_2025-02-25_at_5.27.00_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Facebook comments discussing how to change a device startup screen using font touch-up app and firmware file updates.\" width=\"1248\" height=\"1028\" style=\"--splay-rot:-2.91deg;\" data-dimensions=\"1248×1028\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Facebook comments discussing how to change a device startup screen using font touch-up app and firmware file updates.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Anthropic provider pricing for Claude 3.7 Sonnet model showing 200K context window, 128K max output, $3 input cost, $15 output cost, 1.26s latency, and 60.90 tokens/second throughput.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740596927/Screenshot_2025-02-26_at_2.08.34_PM.png\" alt=\"Anthropic provider pricing for Claude 3.7 Sonnet model showing 200K context window, 128K max output, $3 input cost, $15 output cost, 1.26s latency, and 60.90 tokens/second throughput.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740596927/Screenshot_2025-02-26_at_2.08.34_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740596927/Screenshot_2025-02-26_at_2.08.34_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740596927/Screenshot_2025-02-26_at_2.08.34_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740596927/Screenshot_2025-02-26_at_2.08.34_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Anthropic provider pricing for Claude 3.7 Sonnet model showing 200K context window, 128K max output, $3 input cost, $15 output cost, 1.26s latency, and 60.90 tokens/second throughput.\" width=\"1574\" height=\"534\" style=\"--splay-rot:-1.88deg;\" data-dimensions=\"1574×534\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Anthropic provider pricing for Claude 3.7 Sonnet model showing 200K context window, 128K max output, $3 input cost, $15 output cost, 1.26s latency, and 60.90 tokens/second throughput.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Vulpecula Loom chat interface showing Claude discussing William Blake&#x27;s &#x22;The Lamb&#x22; poem with console errors about Content Security Policy violations.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740600070/Screenshot_2025-02-26_at_3.00.25_PM.png\" alt=\"Vulpecula Loom chat interface showing Claude discussing William Blake&#x27;s &#x22;The Lamb&#x22; poem with console errors about Content Security Policy violations.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740600070/Screenshot_2025-02-26_at_3.00.25_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740600070/Screenshot_2025-02-26_at_3.00.25_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740600070/Screenshot_2025-02-26_at_3.00.25_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740600070/Screenshot_2025-02-26_at_3.00.25_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Vulpecula Loom chat interface showing Claude discussing William Blake&#x27;s &#x22;The Lamb&#x22; poem with console errors about Content Security Policy violations.\" width=\"2624\" height=\"1824\" style=\"--splay-rot:1.05deg;\" data-dimensions=\"2624×1824\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Vulpecula Loom chat interface showing Claude discussing William Blake's \"The Lamb\" poem with console errors about Content Security Policy violations.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Vulpécula Loom chat interface discussing Gemini 2 model development, with CSS code snippets for OLED display color optimization and dark theme styling.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740605907/Screenshot_2025-02-26_at_4.38.19_PM.png\" alt=\"Vulpécula Loom chat interface discussing Gemini 2 model development, with CSS code snippets for OLED display color optimization and dark theme styling.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740605907/Screenshot_2025-02-26_at_4.38.19_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740605907/Screenshot_2025-02-26_at_4.38.19_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740605907/Screenshot_2025-02-26_at_4.38.19_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740605907/Screenshot_2025-02-26_at_4.38.19_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Vulpécula Loom chat interface discussing Gemini 2 model development, with CSS code snippets for OLED display color optimization and dark theme styling.\" width=\"3600\" height=\"2338\" style=\"--splay-rot:-1.83deg;\" data-dimensions=\"3600×2338\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Vulpécula Loom chat interface discussing Gemini 2 model development, with CSS code snippets for OLED display color optimization and dark theme styling.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Memory note documenting a pricing analysis discussion about VizHub AI service costs, including $2 initial credits and 20% markup policy using Claude 3.5 Sonnet.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740610554/Screenshot_2025-02-26_at_5.55.40_PM.png\" alt=\"Memory note documenting a pricing analysis discussion about VizHub AI service costs, including $2 initial credits and 20% markup policy using Claude 3.5 Sonnet.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740610554/Screenshot_2025-02-26_at_5.55.40_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740610554/Screenshot_2025-02-26_at_5.55.40_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740610554/Screenshot_2025-02-26_at_5.55.40_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740610554/Screenshot_2025-02-26_at_5.55.40_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Memory note documenting a pricing analysis discussion about VizHub AI service costs, including $2 initial credits and 20% markup policy using Claude 3.5 Sonnet.\" width=\"2024\" height=\"2474\" style=\"--splay-rot:-0.92deg;\" data-dimensions=\"2024×2474\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Memory note documenting a pricing analysis discussion about VizHub AI service costs, including $2 initial credits and 20% markup policy using Claude 3.5 Sonnet.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"AI chat interface exploring creative rhymes for &#x22;Vulpecula,&#x22; discussing celestial-themed wordplay and sound associations with an assistant.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740611250/Screenshot_2025-02-26_at_6.07.18_PM.png\" alt=\"AI chat interface exploring creative rhymes for &#x22;Vulpecula,&#x22; discussing celestial-themed wordplay and sound associations with an assistant.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740611250/Screenshot_2025-02-26_at_6.07.18_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740611250/Screenshot_2025-02-26_at_6.07.18_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740611250/Screenshot_2025-02-26_at_6.07.18_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740611250/Screenshot_2025-02-26_at_6.07.18_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"AI chat interface exploring creative rhymes for &#x22;Vulpecula,&#x22; discussing celestial-themed wordplay and sound associations with an assistant.\" width=\"2624\" height=\"1824\" style=\"--splay-rot:-2.55deg;\" data-dimensions=\"2624×1824\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">AI chat interface exploring creative rhymes for \"Vulpecula,\" discussing celestial-themed wordplay and sound associations with an assistant.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Vulpecula AI chat interface showing welcome screen with API key setup instructions and Claude 3 model recommendations for coding assistance.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740612576/Screenshot_2025-02-26_at_6.29.23_PM.png\" alt=\"Vulpecula AI chat interface showing welcome screen with API key setup instructions and Claude 3 model recommendations for coding assistance.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740612576/Screenshot_2025-02-26_at_6.29.23_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740612576/Screenshot_2025-02-26_at_6.29.23_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740612576/Screenshot_2025-02-26_at_6.29.23_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740612576/Screenshot_2025-02-26_at_6.29.23_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Vulpecula AI chat interface showing welcome screen with API key setup instructions and Claude 3 model recommendations for coding assistance.\" width=\"2624\" height=\"1824\" style=\"--splay-rot:0.6deg;\" data-dimensions=\"2624×1824\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Vulpecula AI chat interface showing welcome screen with API key setup instructions and Claude 3 model recommendations for coding assistance.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Chat interface showing conversation history with Claude AI about technical topics like sonnets, VPS disk space, and macOS configuration, with token usage statistics.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740668347/Screenshot_2025-02-27_at_9.58.53_AM.png\" alt=\"Chat interface showing conversation history with Claude AI about technical topics like sonnets, VPS disk space, and macOS configuration, with token usage statistics.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740668347/Screenshot_2025-02-27_at_9.58.53_AM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740668347/Screenshot_2025-02-27_at_9.58.53_AM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740668347/Screenshot_2025-02-27_at_9.58.53_AM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740668347/Screenshot_2025-02-27_at_9.58.53_AM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Chat interface showing conversation history with Claude AI about technical topics like sonnets, VPS disk space, and macOS configuration, with token usage statistics.\" width=\"2012\" height=\"2458\" style=\"--splay-rot:-2.22deg;\" data-dimensions=\"2012×2458\" class=\"img-full my-8 rounded-sm img-splay aspect-[3/4] w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Chat interface showing conversation history with Claude AI about technical topics like sonnets, VPS disk space, and macOS configuration, with token usage statistics.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Dialog form to add an MCP server with fields for server name, type selector set to &#x27;command&#x27;, and command to run.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740679296/Screenshot_2025-02-27_at_1.01.25_PM.png\" alt=\"Dialog form to add an MCP server with fields for server name, type selector set to &#x27;command&#x27;, and command to run.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740679296/Screenshot_2025-02-27_at_1.01.25_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740679296/Screenshot_2025-02-27_at_1.01.25_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740679296/Screenshot_2025-02-27_at_1.01.25_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740679296/Screenshot_2025-02-27_at_1.01.25_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Dialog form to add an MCP server with fields for server name, type selector set to &#x27;command&#x27;, and command to run.\" width=\"894\" height=\"562\" style=\"--splay-rot:-0.73deg;\" data-dimensions=\"894×562\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Dialog form to add an MCP server with fields for server name, type selector set to 'command', and command to run.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Team discovers a production bug where code tries to insert data into a nonexistent database column, triggering elaborate error handling built for critical failures.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740702789/Screenshot_2025-02-27_at_7.32.57_PM.png\" alt=\"Team discovers a production bug where code tries to insert data into a nonexistent database column, triggering elaborate error handling built for critical failures.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740702789/Screenshot_2025-02-27_at_7.32.57_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740702789/Screenshot_2025-02-27_at_7.32.57_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740702789/Screenshot_2025-02-27_at_7.32.57_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740702789/Screenshot_2025-02-27_at_7.32.57_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Team discovers a production bug where code tries to insert data into a nonexistent database column, triggering elaborate error handling built for critical failures.\" width=\"850\" height=\"948\" style=\"--splay-rot:2.26deg;\" data-dimensions=\"850×948\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Team discovers a production bug where code tries to insert data into a nonexistent database column, triggering elaborate error handling built for critical failures.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"IssueBuilder landing page explaining AI tool that converts documents and meeting notes into GitHub issues through four-step process: connect GitHub, select repository, paste document, generate issues.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740712685/Screenshot_2025-02-27_at_10.17.51_PM.png\" alt=\"IssueBuilder landing page explaining AI tool that converts documents and meeting notes into GitHub issues through four-step process: connect GitHub, select repository, paste document, generate issues.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740712685/Screenshot_2025-02-27_at_10.17.51_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740712685/Screenshot_2025-02-27_at_10.17.51_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740712685/Screenshot_2025-02-27_at_10.17.51_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740712685/Screenshot_2025-02-27_at_10.17.51_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"IssueBuilder landing page explaining AI tool that converts documents and meeting notes into GitHub issues through four-step process: connect GitHub, select repository, paste document, generate issues.\" width=\"2510\" height=\"2232\" style=\"--splay-rot:0.83deg;\" data-dimensions=\"2510×2232\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">IssueBuilder landing page explaining AI tool that converts documents and meeting notes into GitHub issues through four-step process: connect GitHub, select repository, paste document, generate issues.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"AI context management interface showing personality vectors, token allocation, and preset conversation configurations for adjusting AI behavior and memory.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740712699/Screenshot_2025-02-27_at_10.18.05_PM.png\" alt=\"AI context management interface showing personality vectors, token allocation, and preset conversation configurations for adjusting AI behavior and memory.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740712699/Screenshot_2025-02-27_at_10.18.05_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740712699/Screenshot_2025-02-27_at_10.18.05_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740712699/Screenshot_2025-02-27_at_10.18.05_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740712699/Screenshot_2025-02-27_at_10.18.05_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"AI context management interface showing personality vectors, token allocation, and preset conversation configurations for adjusting AI behavior and memory.\" width=\"2510\" height=\"2232\" style=\"--splay-rot:-1.77deg;\" data-dimensions=\"2510×2232\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">AI context management interface showing personality vectors, token allocation, and preset conversation configurations for adjusting AI behavior and memory.</figcaption>\n</figure>\n<figure role=\"figure\" aria-label=\"Neural network monitoring dashboard displaying AI model performance metrics, memory patterns, context matrices, and four preset recipe configurations for different inference styles.\" class=\"\">\n<img src=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740712710/Screenshot_2025-02-27_at_10.18.17_PM.png\" alt=\"Neural network monitoring dashboard displaying AI model performance metrics, memory patterns, context matrices, and four preset recipe configurations for different inference styles.\" loading=\"lazy\" decoding=\"async\" srcset=\"https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_640/v1740712710/Screenshot_2025-02-27_at_10.18.17_PM.png 640w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_960/v1740712710/Screenshot_2025-02-27_at_10.18.17_PM.png 960w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1280/v1740712710/Screenshot_2025-02-27_at_10.18.17_PM.png 1280w, https://res.cloudinary.com/ejf/image/upload/c_scale,f_auto,q_auto:good,w_1920/v1740712710/Screenshot_2025-02-27_at_10.18.17_PM.png 1920w\" sizes=\"(max-width: 430px) 92vw, (max-width: 768px) 85vw, 900px\" title=\"Neural network monitoring dashboard displaying AI model performance metrics, memory patterns, context matrices, and four preset recipe configurations for different inference styles.\" width=\"2510\" height=\"2232\" style=\"--splay-rot:0.73deg;\" data-dimensions=\"2510×2232\" class=\"img-full my-8 rounded-sm img-splay w-full mx-auto py-4\" crossorigin=\"anonymous\">\n<figcaption class=\"\">Neural network monitoring dashboard displaying AI model performance metrics, memory patterns, context matrices, and four preset recipe configurations for different inference styles.</figcaption>\n</figure>","title":"2025 09","metadata":{"date":"2025-02-24T19:02:26.000Z","modified":"2025-08-28T19:08:25.000Z","tags":["development"],"words":348,"images":16,"imageDetails":{"total":16,"cloudinary":16,"withDimensions":0},"links":16,"codeBlocks":0,"headers":{},"toc":[],"type":"post"}},"_links":{"self":"https://ejfox.com/blog/week-notes/2025-09.json","html":"https://ejfox.com/blog/week-notes/2025-09","index":"/blog.json"}}