{"id":474,"date":"2025-10-23T05:17:15","date_gmt":"2025-10-23T05:17:15","guid":{"rendered":"https:\/\/blog.adlington.fr\/index.php\/2025\/10\/23\/measured-ai-note-to-self\/"},"modified":"2025-11-16T14:49:47","modified_gmt":"2025-11-16T14:49:47","slug":"measured-ai-note-to-self","status":"publish","type":"post","link":"https:\/\/blog.adlington.fr\/index.php\/2025\/10\/23\/measured-ai-note-to-self\/","title":{"rendered":"Measured AI | Note to Self"},"content":{"rendered":"<blockquote><p>There are levels of abstraction everywhere in modern life. But the abstraction layer of \u201cthis will do it for you so you don\u2019t have to\u201d for AI tools is especially amorphous, opaque, and comes with real risks.<\/p>\n<\/blockquote>\n<p><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:>Furthermore, AI chatbots are designed to make you feel good, not challenge you to think on your own. Every time a chatbot tells me \u201cThat\u2019s a great question!\u201d and \u201cNow you\u2019re thinking!\u201d I cringe. Your AI chatbot might as well be a fawning junior intern trying desperately to impress you. You can prompt a bot<\/span><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:><span class=\"Apple-converted-space\">&nbsp;<\/span><\/span><a href=\"https:\/\/maggieappleton.com\/ai-enlightenment\" style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1); color: var(--link-color); border-bottom: solid 1px var(--link-underline-color); text-decoration: none; caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba>to challenge you<\/a><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:><span class=\"Apple-converted-space\">&nbsp;<\/span><\/span><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:>but sycophancy is the default.<\/span><\/p>\n<p><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:>Personally, I use<\/span><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:><span class=\"Apple-converted-space\">&nbsp;<\/span><\/span><a href=\"https:\/\/claude.ai\/\" style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1); color: var(--link-color); border-bottom: solid 1px var(--link-underline-color); text-decoration: none; caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba>Claude<\/a><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:><span class=\"Apple-converted-space\">&nbsp;<\/span><\/span><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:>to draft code for me, including the code that builds this website, and I don\u2019t use AI assistance to write prose. That decision is about what skills I want to keep sharp. I\u2019m fine with not being about to compose code off the top of my head, but I will not outsource my ability to write to an LLM. Skills are like muscles: use \u2019em or lose \u2019em.<\/span><\/p>\n<p><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:>While I don\u2019t ask for or take medical advice from an LLM, I do use ChatGPT to arrive at my own doctors\u2019 appointments with a list of better questions to ask my doctor. Assume AI chatbots are not designed to handle health information appropriately; I\u2019m angry and heartbroken about<\/span><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:><span class=\"Apple-converted-space\">&nbsp;<\/span><\/span><a href=\"https:\/\/www.nytimes.com\/2025\/08\/26\/technology\/chatgpt-openai-suicide.html?unlocked_article_code=1.uU8.wa-l.4AzSVVo_mQzW&#038;smid=url-share\" style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1); color: var(--link-color); border-bottom: solid 1px var(--link-underline-color); text-decoration: none; caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba>young<\/a><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:><span class=\"Apple-converted-space\">&nbsp;<\/span><\/span><a href=\"https:\/\/www.nytimes.com\/2025\/08\/18\/opinion\/chat-gpt-mental-health-suicide.html?unlocked_article_code=1.uU8.P1BA.sw1fdxinWGd6&#038;smid=url-share\" style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1); color: var(--link-color); border-bottom: solid 1px var(--link-underline-color); text-decoration: none; caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba>people<\/a><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:><span class=\"Apple-converted-space\">&nbsp;<\/span><\/span><span style=\"caret-color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-size: medium font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba background-color: rgb text-decoration: display: inline float:>who have committed suicide after confiding in a chatbot.<\/span><\/p>\n<p style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1); caret-color: rgb(230, 228, 217); color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba text-decoration:>Overall, a slightly-edited version of<span class=\"Apple-converted-space\">&nbsp;<\/span><a href=\"https:\/\/x.com\/karpathy\/status\/1915581920022585597\" style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1); color: var(--link-color); border-bottom: solid 1px var(--link-underline-color); text-decoration: none\">Andrej Karpathy\u2019s approach to coding with AI<\/a><span class=\"Apple-converted-space\">&nbsp;<\/span>nicely sums up my own approach to AI usage across the board:<\/p>\n<blockquote style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1); display: block; margin-block: 0px; margin-inline: 10px; unicode-bidi: isolate; padding-left: 1rem; border-left: 4px solid var(--ui-color); caret-color: rgb(230, 228, 217); color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba text-decoration:>\n<p style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1)\">Keep a very tight leash on this new over-eager junior intern savant with encyclopedic knowledge but who also bullshits you all the time, has an over-abundance of courage and shows little to no taste for what\u2019s good. Keep an emphasis on being slow, defensive, careful, paranoid, and on always taking the inline learning opportunity, not delegating.<\/p>\n<\/blockquote>\n<blockquote style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1); display: block; margin-block: 0px; margin-inline: 10px; unicode-bidi: isolate; padding-left: 1rem; border-left: 4px solid var(--ui-color); caret-color: rgb(230, 228, 217); color: rgb(230, 228, 217); font-family\" schibsted grotesk blinkmacsystemfont ui roboto helvetica arial sans-serif font-style: normal font-variant-caps: font-weight: letter-spacing: orphans: auto text-align: start text-indent: text-transform: none white-space: widows: word-spacing: rgba text-decoration:>\n<p style=\"transition: background-color 0.2s cubic-bezier(0.4, 0, 0.2, 1), color 0.2s cubic-bezier(0.4, 0, 0.2, 1)\">\u2014 Read on notetoself.studio\/post\/measured-ai\/<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>There are levels of abstraction everywhere in modern life. But the abstraction layer of \u201cthis will do it for you so you don\u2019t have to\u201d for AI tools is especially amorphous, opaque, and comes with real risks. Furthermore, AI chatbots are designed to make you feel good, not challenge you to think on your own. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[5,7,35,6],"class_list":["post-474","post","type-post","status-publish","format-standard","hentry","category-blog","tag-ai","tag-consciousness","tag-learning","tag-writing"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/posts\/474","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/comments?post=474"}],"version-history":[{"count":3,"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/posts\/474\/revisions"}],"predecessor-version":[{"id":477,"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/posts\/474\/revisions\/477"}],"wp:attachment":[{"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/media?parent=474"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/categories?post=474"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.adlington.fr\/index.php\/wp-json\/wp\/v2\/tags?post=474"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}