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                uid=e110 generic "Jerome Etienne"
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                        uid=e171 link "Jerome Etienne View Jerome’s verifications" url="https://www.linkedin.com/in/jeromeetienne/?skipRedirect=true"
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                            uid=e174 heading "Jerome Etienne" level="2"
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                        uid=e251 link "89 profile views Discover who’s viewed your profile." url="https://www.linkedin.com/analytics/profile-views/"
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                            uid=e255 generic
                              uid=e256 paragraph value="89 profile views"
                              uid=e257 paragraph value="Discover who’s viewed your profile."
                        uid=e258 link "1,333 post impressions Check out who’s engaging with your posts. Past 7 days" url="https://www.linkedin.com/analytics/creator/content/?timeRange=past_7_days&dimension=INDUSTRY&metricType=IMPRESSIONS"
                          uid=e259 generic
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                            uid=e262 generic
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                              uid=e264 paragraph value="Check out who’s engaging with your posts."
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                              uid=e271 paragraph value="61 search appearances"
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                          uid=e278 generic value="Show all"
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                      uid=e285 heading "About" level="2"
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                        uid=s7 StaticText "I am looking for ways to make WebAR a reality. I am the creator of AR.js and Principal Engineer at Amazon Sumerian - Author of Learning Three.js blog - 8th most active user on Github - I have been CTO and led the core apps team of AR Smart Helmet. I am a hardcore Javascript and WeGL dev. Achievements Wrote AR.js - Efficient Augmented Reality for the Web! Implemented WebVR 3 times - For various purposes One to make Daqri Smart Helmet daydream ready. One to record AR experiences and replay them to build mixed reality videos. One as a way to export ARToolkit positional tracking Wrote 3 Editors for 3D content - One for game, one for architecture, one for AR. Developed a JS variant called jsdoced.js Created the HTML Mixer Wrote 50+ THREEx Game Extensions Game extensions to help you write games with three.js Author of Learning Three.js - Technical blog to learn three.js Varied content: 3D physics, performance, games, shadows, boilerplate. I have been 8th most active user on github - link Sharing code is important to me :) Nice things people said: I have been listed as Next Reality's 50 People to Watch in Augmented & Mixed Reality \"One of the first WebGL demos in a long while that made me sit up and say \"Wait, how?\" Awesome work, Jerome!\" - Brandon Jones, WebVR spec author & implementer of chrome WebVR on HTML mixer \"You've made something quite awesome, sir\" - Paul Irish about Learning Threejs blog Magic Leap has been impressed by AR.js :)"
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                                  uid=e344 paragraph value="WebAR Augmented Reality for Web in Open Source by @jerome_etienne at #fstoco 2015"
                                  uid=e345 paragraph value="YouTube"
                                  uid=e347 paragraph value="Register today for #fstoco 2016 https://fsto.co Slides: http://eventmobi.com/fstoconf15/agenda/118605/697748 Augmented Reality is everywhere. It is a hot and..."
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                          uid=e352 link "Link jeromeetienne (Jerome Etienne) GitHub jeromeetienne has 277 repositories available. Follow their code on GitHub." url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Fgithub%2Ecom%2Fjeromeetienne&urlhash=OEmP&isSdui=true"
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                                      uid=e430 paragraph value="Your social media 10x faster with ContentMagick.ai 🧠✨"
                                      uid=e432 paragraph
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                                  uid=e440 paragraph
                                    uid=e441 generic
                                      uid=s21 StaticText "Quietly built out bsky_client over the last week — a TypeScript CLI for Bluesky/ATProto."
                                      uid=s22 StaticText "What's in v1.1.4:"
                                      uid=s23 StaticText "✅ login / logout / status with persistent sessions"
                                      uid=s24 StaticText "✅ posts: create, list, view, delete, reply"
                                      uid=s25 StaticText "✅ likes + follows (with proper \"already liked\" / \"not following\" errors)"
                                      uid=s26 StaticText "✅ search: posts, users, and advanced filters (author, date range, language)"
                                      uid=s27 StaticText "✅ --json global flag for clean agent/script consumption"
                                      uid=s28 StaticText "✅"
                                      uid=e443 link "SKILL.md" url="https://www.linkedin.com/safety/go/?url=http%3A%2F%2FSKILL%2Emd&urlhash=acfU&mt=EcjWqzWStfbyT7l3oibmsyLiJCY0XHiEMtIvMyH07a1aysqLOKdGJfNCWi_y1V5NJOH60ibKY2-MhjYAkUXG-ms6jAudUy1e8REZ6rzYuPCQkxWlLDYyX9E&isSdui=true"
                                        uid=e445 strong value="SKILL.md"
                                      uid=s29 StaticText "included so AI agents can use it out of the box"
                                      uid=s30 StaticText "🔜 more agent-friendly affordances"
                                      uid=s31 StaticText "Built it because I wanted my agents to interact with Bluesky the same way I do — through a small, scriptable surface — without each one re-implementing ATProto auth."
                                      uid=e446 link "https://lnkd.in/e8Ay578B" url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Flnkd%2Ein%2Fe8Ay578B&urlhash=3ame&mt=asv13E6THyikA8tVENQVEQZB-hkHVkW0qOuFy5yLJUM4OyRwrskCQU99zcrP6xwTJl1EOVbxk-PBuKK1SnhDdO9ftCh1loV6SW3jNQxJHcKB4x3wIfpBkdo&isSdui=true"
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                                      uid=e461 link "#atproto" url="https://www.linkedin.com/search/results/all/?keywords=%23atproto&origin=HASH_TAG_FROM_FEED"
                                        uid=e463 strong value="#atproto"
                                      uid=e464 link "#AIagents" url="https://www.linkedin.com/search/results/all/?keywords=%23aiagents&origin=HASH_TAG_FROM_FEED"
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                                        uid=e468 generic value="… more"
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                                  uid=e470 link url="https://www.linkedin.com/feed/update/urn:li:activity:7456353491050086400/"
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                                      uid=e472 img "View image"
                                  uid=e473 button "This image has content credentials."
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                                uid=e481 link "Julien Guézennec and 3 others reacted" url="https://www.linkedin.com/in/jeromeetienne/?skipRedirect=true"
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                                      uid=e491 generic value="Julien Guézennec and 3 others reacted"
                                      uid=e492 generic value="Julien Guézennec and 3 others"
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                                        uid=e501 generic value="Like"
                                    uid=s34 button "Open reactions menu"
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                                    uid=e511 generic
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                                      uid=e514 generic value="Repost"
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                                    uid=e516 generic
                                      uid=e517 img
                                      uid=e519 generic value="Send"
                                uid=e520 link "View analytics" url="https://www.linkedin.com/analytics/post-summary/urn:li:activity:7456353491050086400/"
                                  uid=e521 generic "View analytics"
                                    uid=e522 generic "Content analytics"
                                      uid=e523 img "Analytics Icon"
                                      uid=e525 paragraph value="256 impressions"
                                    uid=e526 paragraph
                                      uid=e527 generic value="View analytics"
                                      uid=s35 StaticText "View analytics"
                          uid=e528 listitem
                            uid=e530 listitem
                              uid=e531 generic
                                uid=e532 generic
                                  uid=e533 link url="https://www.linkedin.com/in/jeromeetienne/"
                                    uid=e534 figure
                                      uid=e535 img "View Jerome Etienne’s profile"
                                  uid=s36 unknown url="https://www.linkedin.com/in/jeromeetienne/"
                                    uid=e537 generic
                                      uid=e538 generic "Jerome Etienne Verified Profile You"
                                        uid=e541 paragraph value="Jerome Etienne"
                                        uid=e543 paragraph
                                          uid=e545 img
                                          uid=s37 StaticText "• You"
                                      uid=e548 paragraph value="Your social media 10x faster with ContentMagick.ai 🧠✨"
                                      uid=e550 paragraph
                                        uid=s38 StaticText "2d •"
                                        uid=s39 unknown
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                                    uid=e555 img
                                uid=s40 unknown url="https://www.linkedin.com/feed/update/urn:li:activity:7456175369071579136/"
                                  uid=e558 paragraph
                                    uid=e559 generic
                                      uid=s41 StaticText "🚀 𝗝𝘂𝘀𝘁 𝘀𝗵𝗶𝗽𝗽𝗲𝗱 :is() :where() :not() :has() in a11y_parse 🎯"
                                      uid=s42 StaticText "✨ 𝗖𝗦𝗦-𝗹𝗶𝗸𝗲 𝘀𝗲𝗹𝗲𝗰𝘁𝗼𝗿𝘀, but over the 𝗮𝗰𝗰𝗲𝘀𝘀𝗶𝗯𝗶𝗹𝗶𝘁𝘆 𝘁𝗿𝗲𝗲 🌳"
                                      uid=s43 StaticText "🔍 *:has(button) → nodes containing a button"
                                      uid=s44 StaticText "🔗 link:not([href^=\"https\"]) → internal links"
                                      uid=s45 StaticText "👉"
                                      uid=e561 link "https://lnkd.in/evXPZgb6" url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Flnkd%2Ein%2FevXPZgb6&urlhash=1Pac&mt=yfDDrGZkDMxFT8sHwp2HTQ08Nkpcdojiao6shSCJAGOfvveFiS5D782rRV4ul3R991CQQEIXvFK5QRLfyKIk3_taBcOQyIBios14pRzRQftJ2Xm8TJJc1Y0&isSdui=true"
                                        uid=e563 strong value="https://lnkd.in/evXPZgb6"
                                      uid=e564 link "#buildInPublic" url="https://www.linkedin.com/search/results/all/?keywords=%23buildinpublic&origin=HASH_TAG_FROM_FEED"
                                        uid=e566 strong value="#buildInPublic"
                                      uid=e567 link "#typescript" url="https://www.linkedin.com/search/results/all/?keywords=%23typescript&origin=HASH_TAG_FROM_FEED"
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                                        uid=e572 strong value="#a11y"
                                      uid=e573 link "#opensource" url="https://www.linkedin.com/search/results/all/?keywords=%23opensource&origin=HASH_TAG_FROM_FEED"
                                        uid=e575 strong value="#opensource"
                                      uid=s46 button
                                        uid=e577 generic value="… more"
                                uid=e578 generic
                                  uid=e579 link url="https://www.linkedin.com/feed/update/urn:li:activity:7456175369071579136/"
                                    uid=e580 figure
                                      uid=e581 img "View image"
                                  uid=e582 button "This image has content credentials."
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                                      uid=e585 img
                              uid=e588 generic
                                uid=e589 generic
                                  uid=e590 generic
                                    uid=s47 unknown
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                                        uid=e595 img
                                        uid=e597 generic value="Like"
                                    uid=s48 button "Open reactions menu"
                                      uid=e599 img
                                  uid=e601 link "Comment" url="https://www.linkedin.com/feed/update/urn:li:activity:7456175369071579136/"
                                    uid=e602 generic
                                      uid=e603 img
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                                  uid=e606 button "Repost"
                                    uid=e607 generic
                                      uid=e608 img
                                      uid=e610 generic value="Repost"
                                  uid=e611 link "Send" url="https://www.linkedin.com/in/jeromeetienne/?skipRedirect=true"
                                    uid=e612 generic
                                      uid=e613 img
                                      uid=e615 generic value="Send"
                                uid=e616 link "View analytics" url="https://www.linkedin.com/analytics/post-summary/urn:li:activity:7456175369071579136/"
                                  uid=e617 generic "View analytics"
                                    uid=e618 generic "Content analytics"
                                      uid=e619 img "Analytics Icon"
                                      uid=e621 paragraph value="79 impressions"
                                    uid=e622 paragraph
                                      uid=e623 generic value="View analytics"
                                      uid=s49 StaticText "View analytics"
                          uid=e624 listitem
                            uid=e626 listitem
                              uid=e627 generic
                                uid=e628 generic
                                  uid=e629 link url="https://www.linkedin.com/in/jeromeetienne/"
                                    uid=e630 figure
                                      uid=e631 img "View Jerome Etienne’s profile"
                                  uid=s50 unknown url="https://www.linkedin.com/in/jeromeetienne/"
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                                      uid=e634 generic "Jerome Etienne Verified Profile You"
                                        uid=e637 paragraph value="Jerome Etienne"
                                        uid=e639 paragraph
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                                          uid=s51 StaticText "• You"
                                      uid=e644 paragraph value="Your social media 10x faster with ContentMagick.ai 🧠✨"
                                      uid=e646 paragraph
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                                  uid=e649 button "Open control menu for post by Jerome Etienne"
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                                  uid=e654 paragraph
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                                      uid=s54 StaticText "Shipped a small thing this week: 𝗰𝗹𝗮𝘂𝗱𝗲_𝘀𝘁𝗿𝗲𝗮𝗺_𝘃𝗶𝗲𝘄𝗲𝗿 🛠️"
                                      uid=s55 StaticText "If you've ever scripted Claude Code with --output-format stream-json, you know the problem: the output is great for machines, painful for humans. Every event arrives as a line of dense JSON, and finding the actual model response means scrolling past message_start envelopes, content_block_deltas, and usage metadata."
                                      uid=s56 StaticText "So I wrote a ~200-line Node CLI that pipes the stream through chalk and renders it the way you actually want to read it:"
                                      uid=s57 StaticText "✨ 𝘁𝗲𝘅𝘁 𝗱𝗲𝗹𝘁𝗮𝘀 stream inline as the model speaks"
                                      uid=s58 StaticText "🔧 𝘁𝗼𝗼𝗹 𝘂𝘀𝗲 events get a clear header + pretty JSON"
                                      uid=s59 StaticText "📦 𝗳𝗶𝗻𝗮𝗹 𝗺𝗲𝘀𝘀𝗮𝗴𝗲𝘀 are highlighted at the end"
                                      uid=s60 StaticText "Drop it at the end of any pipe and you can finally watch the stream as a developer instead of as a parser:"
                                      uid=s61 StaticText "claude --output-format stream-json --verbose -p \"...\" | npx claude_stream_viewer@latest"
                                      uid=s62 StaticText "The honest part of building in public: I shipped 𝟭𝟱 𝗽𝗮𝘁𝗰𝗵 𝘃𝗲𝗿𝘀𝗶𝗼𝗻𝘀 in one morning. Wrong shebang. Missing chmod. README typo. The \"publish → npx → cringe → fix → repeat\" loop is humbling, but the feedback cycle is incredibly fast — and that's exactly why I love shipping small tools."
                                      uid=s63 StaticText "🔗"
                                      uid=e657 link "https://lnkd.in/eMiedCna" url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Flnkd%2Ein%2FeMiedCna&urlhash=Z8V-&mt=dcYS95Qz5VF2MrpAHb_ii6smBdtEbY2nKONgoPhX4VZdXyQQlBviqOTnDGNs5CHA0H6aD58iGjfn7wdU96L6gHnydL-y8V9B0rQhf7ZI-2ZH5yIdLSfnxGg&isSdui=true"
                                        uid=e659 strong value="https://lnkd.in/eMiedCna"
                                      uid=s64 StaticText "If you're building anything on top of the Claude Code CLI, give it a try and let me know what's missing."
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                                      uid=e756 paragraph value="Your social media 10x faster with ContentMagick.ai 🧠✨"
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                                        uid=s71 StaticText "6d •"
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                                  uid=e766 paragraph
                                    uid=e767 generic
                                      uid=s74 StaticText "If you're building with AI, stop guessing how it works in production."
                                      uid=s75 StaticText "The Anthropic engineering blog is one of the best resources out there right now: real insights on agent design, evals, tool use, and what actually breaks in practice."
                                      uid=s76 StaticText "This isn’t fluff — it’s how frontier AI systems are actually built and debugged."
                                      uid=s77 StaticText "Highly recommended for anyone serious about AI coding 👇"
                                      uid=e769 link "https://lnkd.in/eadNi78D" url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Flnkd%2Ein%2FeadNi78D&urlhash=LREQ&mt=w51pSfliKbnaTKK1fe8WU70u2nScgzHp_9DkcGmDR1H_2jSu_1vG-BIXV-g4Zku80QOVoUZu1iGy8cuXrfLgC069SZhrzy7l9NBbGZA8wYoT4hapRxy7o5U&isSdui=true"
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                                uid=e774 link "Engineering anthropic.com" url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Fwww%2Eanthropic%2Ecom%2Fengineering&urlhash=8GRp&mt=TrzSEeSyDjmSL4iPwbNV2h4U-WeTEv3j3qlacorRz1o90Zj3FNxPORyYrOFljZChiPbYcTq1pDnwwwEMmIbWTlzJBbr3M8OFPs5HubV1lrhXCvGNE_3VjEw&isSdui=true"
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                                          uid=s84 StaticText "• You"
                                      uid=e852 paragraph value="Your social media 10x faster with ContentMagick.ai 🧠✨"
                                      uid=e854 paragraph
                                        uid=s85 StaticText "6d •"
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                                  uid=e857 button "Open control menu for post by Jerome Etienne"
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                                  uid=e862 paragraph
                                    uid=e863 generic
                                      uid=s87 StaticText "🤖 Unpopular opinion: If you're building AI agents that browse the web, you shouldn't be feeding them raw HTML or screenshots."
                                      uid=s88 StaticText "Use the accessibility tree instead. 🌳"
                                      uid=s89 StaticText "Here's why:"
                                      uid=s90 StaticText "1️⃣ Token economy 💸 — A serialized a11y snapshot is typically 5–10× smaller than the equivalent HTML. Cheaper calls, faster turns, better recall."
                                      uid=s91 StaticText "2️⃣ Stable grounding 🪨 — Roles and names are a contract between page authors and assistive tech. They survive redesigns that shatter `div.auth-block > a.btn--primary`. A \"Submit\" button stays a \"Submit\" button whether its class is `btn-primary-v2` or `cta-2025`."
                                      uid=s92 StaticText "3️⃣ LLM-legible 🗣️ — Roles like `button`, `link`, `heading` and names like \"Search\" are exactly the vocabulary the model already speaks. No translation layer."
                                      uid=s93 StaticText "4️⃣ Verifiable ✅ — Every node has a UID. You can log \"agent clicked uid=47, role=button, name='Delete account'\" and replay it. Pixel-coordinate clicks tell you nothing when things break."
                                      uid=s94 StaticText "The DOM is too noisy. Screenshots break the moment a sidebar collapses. The a11y tree is the boring middle path that wins. 🎯"
                                      uid=s95 StaticText "What I recommend instead 👇"
                                      uid=s96 StaticText "Pair the accessibility tree with a CSS-shaped selector language. Developers already know CSS. LLMs have seen millions of CSS selectors in training. Don't invent a new query dialect — meet the model where it already is."
                                      uid=s97 StaticText "Same target, two ways:"
                                      uid=s98 StaticText "❌ DOM: div.header > nav > ul > li:nth-child(3) > a.nav-link--external"
                                      uid=s99 StaticText "✅ a11y: navigation link[href^=\"https\"]"
                                      uid=s100 StaticText "I built two small tools around this idea:"
                                      uid=s101 StaticText "🔧 a11y_parse — parser + selector engine"
                                      uid=s102 StaticText "👉"
                                      uid=e865 link "https://lnkd.in/evXPZgb6" url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Flnkd%2Ein%2FevXPZgb6&urlhash=1Pac&mt=ALcCbeCG54yM7tsqseL67o3Yv8OacnNnpq1CKc4TgcsqkSkeukWNDoAMQZmlEOxueVWxw5SMdeZpnwM4_mmSYWYZvsG90GMlCVx_bTak0faQkKKPYZud0rM&isSdui=true"
                                        uid=e867 strong value="https://lnkd.in/evXPZgb6"
                                      uid=s103 StaticText "🌐 fastbrowser_cli — snapshots live pages into the format a11y_parse consumes"
                                      uid=s104 StaticText "👉"
                                      uid=e868 link "https://lnkd.in/eDYymi-B" url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Flnkd%2Ein%2FeDYymi-B&urlhash=BKB4&mt=BYrAZWBWdeT7FH7TjSSm9s0XIlZ6yjFtj1EJ4WhcG8sNsfRAoytAI7vguCjt31i1o3u8YtGKzixKLVJ1HcrMYThPPcnbLAVQpJ_FAyQUa6Ip4pT1v9S_BN0&isSdui=true"
                                        uid=e870 strong value="https://lnkd.in/eDYymi-B"
                                      uid=s105 StaticText "Pipe one into the other and you have an agent loop that fits in a paragraph. 📦"
                                      uid=s106 StaticText "Full write-up with the selector grammar and a concrete example here"
                                      uid=s107 StaticText "Am I wrong? Are you betting on vision-first agents instead? 🤔"
                                      uid=e871 link "#AI" url="https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED"
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                                      uid=e891 img "Accessibility Trees for AI Browsing"
                                  uid=e892 link "Accessibility Trees for AI Browsing Jerome Etienne" url="https://www.linkedin.com/pulse/accessibility-trees-ai-browsing-jerome-etienne-chqse/"
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                                      uid=e895 paragraph value="Accessibility Trees for AI Browsing"
                                      uid=e897 paragraph value="Jerome Etienne"
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                                        uid=s114 StaticText "2w •"
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                                  uid=e987 paragraph
                                    uid=e988 generic
                                      uid=s117 StaticText "Houray 😃 succeeded to run"
                                      uid=e989 link "OpenAI" url="https://www.linkedin.com/company/openai/"
                                        uid=e991 strong value="OpenAI"
                                      uid=s118 StaticText "agents sdk on"
                                      uid=e992 link "https://lmstudio.ai/" url="https://www.linkedin.com/safety/go/?url=https%3A%2F%2Flmstudio%2Eai%2F&urlhash=wG2y&mt=jztsvz83zl2mI2jjPrIwnGTd7kh2x8mMzEalP4kziTeaU1uDUdm8rJ52XKaavChLCDT7Y47vSe_A8xo882VDg8UCTdQoIl46rjCcn59Q6wFNDnLdBHR6wo8&isSdui=true"
                                        uid=e994 strong value="https://lmstudio.ai/"
                                      uid=s119 StaticText ", it will cost me less to run those all-night-long evals!"
                                      uid=e996 link "#AI" url="https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED"
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                                      uid=s128 StaticText "🚨 𝗔𝗴𝗲𝗻𝘁𝘀 𝗮𝗿𝗲 𝗱𝗿𝗼𝘄𝗻𝗶𝗻𝗴 𝗶𝗻 𝘁𝗼𝗸𝗲𝗻𝘀… 𝗮𝗻𝗱 𝗶𝘁’𝘀 𝗸𝗶𝗹𝗹𝗶𝗻𝗴 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲."
                                      uid=s129 StaticText "Everyone is obsessed with adding more capabilities to their agents."
                                      uid=s130 StaticText "More tools."
                                      uid=s131 StaticText "More MCP endpoints."
                                      uid=s132 StaticText "More context."
                                      uid=s133 StaticText "But here’s the uncomfortable truth 👇"
                                      uid=s134 StaticText "👉 𝗠𝗼𝗿𝗲 𝘁𝗼𝗸𝗲𝗻𝘀 = 𝘀𝗹𝗼𝘄𝗲𝗿"
                                      uid=s135 StaticText "👉 𝗠𝗼𝗿𝗲 𝘁𝗼𝗸𝗲𝗻𝘀 = 𝗺𝗼𝗿𝗲 𝗲𝘅𝗽𝗲𝗻𝘀𝗶𝘃𝗲"
                                      uid=s136 StaticText "👉 𝗠𝗼𝗿𝗲 𝘁𝗼𝗸𝗲𝗻𝘀 = 𝗹𝗲𝘀𝘀 𝗮𝗰𝗰𝘂𝗿𝗮𝘁𝗲"
                                      uid=s137 StaticText "And yet…"
                                      uid=s138 StaticText "We keep feeding agents entire MCPs or massive `"
                                      uid=e1090 link "SKILL.md" url="https://www.linkedin.com/safety/go/?url=http%3A%2F%2FSKILL%2Emd&urlhash=acfU&mt=HX8agYLI_pQExIq-kHXsf5gesgeiauLsQ6GTQEIBm0UWZWYUXxF4Yhij_zqi5VYLK9HBiNfmW5qxvCMPbAZW0reUtCgslzHss1imW-vP5TKfnHQ1VVLj9Cc&isSdui=true"
                                        uid=e1092 strong value="SKILL.md"
                                      uid=s139 StaticText "` files like it’s harmless."
                                      uid=s140 StaticText "---"
                                      uid=s141 StaticText "💡 Imagine this:"
                                      uid=s142 StaticText "Your MCP exposes **50 tools**"
                                      uid=s143 StaticText "But your task needs only **3**"
                                      uid=s144 StaticText "Why are you sending all 50?"
                                      uid=s145 StaticText "You’re not making your agent smarter."
                                      uid=s146 StaticText "You’re making it:"
                                      uid=s147 StaticText "* slower 🐢"
                                      uid=s148 StaticText "* more expensive 💸"
                                      uid=s149 StaticText "* more confused 🤯"
                                      uid=s150 StaticText "---"
                                      uid=s151 StaticText "🧠 𝗧𝗵𝗲 𝗺𝗶𝘀𝘀𝗶𝗻𝗴 𝗽𝗶𝗲𝗰𝗲: 𝗜𝗻𝗽𝘂𝘁 𝗙𝗶𝗹𝘁𝗲𝗿𝗶𝗻𝗴"
                                      uid=s152 StaticText "We need a layer that:"
                                      uid=s153 StaticText "✔️ Selects only the relevant tools from MCP"
                                      uid=s154 StaticText "✔️ Prunes unnecessary parts of `"
                                      uid=e1093 link "SKILL.md" url="https://www.linkedin.com/safety/go/?url=http%3A%2F%2FSKILL%2Emd&urlhash=acfU&mt=WALBLClWx46SY3EH2Y7AsbLufUa6HX--F_2c1zNE9FuN-363yb3u_8EClMDk1ta1ex7AhjSJ7bIPXyGIqU9jkPn96c-Kx8FeTAj5HUPJ1hlj8CelahmB2b4&isSdui=true"
                                        uid=e1095 strong value="SKILL.md"
                                      uid=s155 StaticText "`"
                                      uid=s156 StaticText "✔️ Adapts context to the task at hand"
                                      uid=s157 StaticText "Not static. Not manual."
                                      uid=s158 StaticText "Dynamic filtering."
                                      uid=s159 StaticText "---"
                                      uid=s160 StaticText "📈 The result?"
                                      uid=s161 StaticText "⚡ Faster agents"
                                      uid=s162 StaticText "💰 Lower costs"
                                      uid=s163 StaticText "🎯 Higher accuracy"
                                      uid=s164 StaticText "No trade-offs. Just better systems."
                                      uid=s165 StaticText "---"
                                      uid=s166 StaticText "If you're building agents today and not thinking about **token minimization**,"
                                      uid=s167 StaticText "you’re leaving performance (and money) on the table."
                                      uid=s168 StaticText "𝗙𝗶𝗹𝘁𝗲𝗿 𝗳𝗶𝗿𝘀𝘁. 𝗧𝗵𝗲𝗻 𝗿𝗲𝗮𝘀𝗼𝗻."
                                      uid=s169 StaticText "---"
                                      uid=s170 StaticText "Curious how others are handling MCP / tool filtering today?"
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                                      uid=s180 StaticText "🚨 Most “AI agents” today are just demos. This one feels like a 🧠 𝗕𝗢𝗔𝗥𝗗𝗥𝗢𝗢𝗠-𝗚𝗥𝗔𝗗𝗘 𝗢𝗣𝗘𝗥𝗔𝗧𝗢𝗥. I made a Skillet Agent running a “Business Analyst” Agent And it doesn’t behave like a chatbot. It behaves like a 🧠 𝗖𝗢𝗢-𝗴𝗿𝗮𝗱𝗲 𝘁𝗵𝗶𝗻𝗸𝗶𝗻𝗴 𝘀𝘆𝘀𝘁𝗲𝗺. --- The scenario is simple… and very real: 👉 “The board demands profitability. But cutting costs can’t kill growth.” Every startup hits this wall. What’s interesting is how the agent approaches it: Instead of giving advice, it builds a 🧩 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻 𝘀𝘆𝘀𝘁𝗲𝗺. --- 🧠 Step 1 — It models reality A full 6-month P&L of the current business (including inefficiencies) 📉 Step 2 — It diagnoses the system Trends, anomalies, and hidden cost leaks 🧪 Step 3 — It explores futures 4 different cost-cutting strategies, compared side by side 🔬 Step 4 — It simulates outcomes Deep dive into the 2 most promising scenarios 🔁 Step 5 — It iterates like a real operator Adjust assumptions, re-run analysis, refine conclusions 📈 Step 6 — It builds execution A milestone plan tied to margin improvement 🎯 Step 7 — It outputs a recommendation Not just “insights” — an actual executive decision path --- What stood out to me is this: We’re moving from “AI that answers questions” to “𝗔𝗜 𝘁𝗵𝗮𝘁 𝗿𝘂𝗻𝘀 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗿𝗲𝗮𝘀𝗼𝗻𝗶𝗻𝗴 𝗹𝗼𝗼𝗽𝘀.” That’s a completely different category. --- Most tools optimize for: - speed of response This optimizes for: - 𝗾𝘂𝗮𝗹𝗶𝘁𝘆 𝗼𝗳 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀 𝗼𝘃𝗲𝗿 𝘁𝗶𝗺𝗲 And that’s where things get interesting. Because the real bottleneck in companies is not data. It’s: 👉 connecting modeling → analysis → planning → execution without breaking the chain. --- We’re starting to see what happens when that chain is automated. And honestly? It doesn’t feel like automation of tasks. It feels like 🧠 𝗰𝗼𝗺𝗽𝗿𝗲𝘀𝘀𝗶𝗼𝗻 𝗼𝗳 𝗲𝗻𝘁𝗶𝗿𝗲 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝘆 𝘁𝗲𝗮𝗺𝘀 𝗶𝗻𝘁𝗼 𝗮 𝗹𝗼𝗼𝗽𝗮𝗯𝗹𝗲 𝘀𝘆𝘀𝘁𝗲𝗺. --- We’re early. But this is what “AI agents” start to look like when they move beyond demos. --- If you’ve ever built a financial model that turned into 12 spreadsheets and 3 meetings… you already know why this matters."
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                                      uid=e1280 paragraph value="Your social media 10x faster with ContentMagick.ai 🧠✨"
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                                      uid=s190 StaticText "Just discovered a killer combo for exploring MCP servers 👇 ``` npx @modelcontextprotocol/inspector npx chrome-devtools-mcp@latest --autoConnect ``` This spins up an MCP server + auto-connects an inspector UI where you can: 🔎 browse available tools 🧩 inspect schemas ⚡ run them live 📡 see real inputs/outputs It’s basically 𝐏𝐨𝐬𝐭𝐦𝐚𝐧 𝐟𝐨𝐫 𝐌𝐂𝐏 — but for AI-native tooling. Why this is cool: 🧠 𝘇𝗲𝗿𝗼 𝗱𝗼𝗰𝘀 𝗻𝗲𝗲𝗱𝗲𝗱 → introspect everything 🚀 𝐬𝐮𝐩𝐞𝐫 𝐟𝐚𝐬𝐭 prototyping 🛠️ perfect for building + debugging MCP integrations Feels like the 𝗺𝗶𝘀𝘀𝗶𝗻𝗴 𝗱𝗲𝘃𝘁𝗼𝗼𝗹 for the MCP ecosystem ✨"
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                                      uid=s200 StaticText "Over the past few weeks, I’ve been quietly building a toolkit for anyone running LLM workloads who wants to stay in control of 𝗰𝗼𝘀𝘁𝘀 💸 and 𝗹𝗮𝘁𝗲𝗻𝗰𝘆 ⚡️."
                                      uid=s201 StaticText "This week, I shipped (and iterated on) two key pieces:"
                                      uid=s202 StaticText "▸ 𝗼𝗽𝗲𝗻𝗮𝗶-𝗰𝗮𝗰𝗵𝗲 → transparent SQLite caching for OpenAI calls — pay once per unique prompt ♻️"
                                      uid=s203 StaticText "▸ 𝗼𝗽𝗲𝗻𝗮𝗶-𝗰𝗼𝘀𝘁 → track the dollar cost of every API call, with SQLite persistence and event hooks 📊"
                                      uid=s204 StaticText "They’re independent npm packages, but designed to work seamlessly together:"
                                      uid=s205 StaticText "▹ the cache reduces your costs 💸"
                                      uid=s206 StaticText "▹ the tracker shows you exactly how much you’re saving 👀"
                                      uid=s207 StaticText "Built with 𝗧𝘆𝗽𝗲𝗦𝗰𝗿𝗶𝗽𝘁 🟦, fully 𝗼𝗽𝗲𝗻 𝘀𝗼𝘂𝗿𝗰𝗲 🌍, and designed for 𝗿𝗲𝗮𝗹-𝘄𝗼𝗿𝗹𝗱 𝘂𝘀𝗮𝗴𝗲."
                                      uid=s208 StaticText "If you’re working with LLMs in production, I’d love your feedback 🙌"
                                      uid=s209 StaticText "Link in the first comment"
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                          uid=e1523 link "Founder WeBoostAI · Full-time Jan 2024 - Present · 2 yrs 5 mos Dublin, County Dublin, Ireland" url="https://www.linkedin.com/in/jeromeetienne/edit/forms/position/2383399460/"
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                            uid=e1537 link "Large Language Models (LLM), Model Training and +6 skills" url="https://www.linkedin.com/in/jeromeetienne/overlay/2383399460/skill-associations-details/"
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                                  uid=e1570 link "Large Language Models (LLM), Generative AI and +3 skills" url="https://www.linkedin.com/in/jeromeetienne/overlay/1847033913/skill-associations-details/"
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                              uid=e1578 link "Principal Scientist in ML/AI R&D Mar 2021 - Sep 2021 · 7 mos Dublin, County Dublin, Ireland" url="https://www.linkedin.com/in/jeromeetienne/edit/forms/position/1754349008/"
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                                    uid=s223 StaticText "- Leading machine learning and energy optimization research within the core tech team. - Launching machine learning predictive maintenance and machine learning vision for industrial automation. Driving AI Research & Development - Defining, training, and deploying AI/ML models to deliver innovation for industrial customers. Exploring and selecting appropriate tools and models for each problem, including using deep learning, LLMs, NLP, and ML models. - Developed energy disambiguation program using an auto-encoder. Anomaly detection improved significantly (over 10%). - Validate proof of concepts and provide FSA clients with a solution for the over consumption of energy in their industrial processes."
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                                  uid=e1589 link "Research Skills, Large Language Models (LLM) and +7 skills" url="https://www.linkedin.com/in/jeromeetienne/overlay/1754349008/skill-associations-details/"
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                          uid=e1602 link "Senior Engineer Consultant - Projected AR Lightform · Contract Feb 2020 - Aug 2020 · 7 mos Dublin, County Dublin, Ireland" url="https://www.linkedin.com/in/jeromeetienne/edit/forms/position/1665779123/"
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                              uid=s226 StaticText "- Prototyping the next generation of projected AR. - Designing User experience - Invention of ‘the mouse for projected AR’ - aka using your mobile phone as laser pointer - GLSL Fragment Shader (ala Shadertoy) - Spotify Music Visualiser - Embedded devices"
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                                uid=e1614 generic value="… more"
                          uid=e1615 paragraph
                            uid=e1616 link "3D" url="https://www.linkedin.com/in/jeromeetienne/overlay/1665779123/skill-associations-details/"
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                          uid=e1629 link "Principal Engineer AR/VR Amazon Apr 2018 - Dec 2019 · 1 yr 9 mos Greater Dublin" url="https://www.linkedin.com/in/jeromeetienne/edit/forms/position/1285374345/"
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                    uid=e1815 link "Kevin Karsch Verified · 1st Head of Software & Applied Science @ Amazon Devices September 2, 2020, Kevin managed Jerome directly I managed Jerome while at Lightform. Jerome is a passionate and efficient worker with a breadth of knowledge extending well beyond modern software development. In just a few months he developed a web-based SDK for our product. He completed this work with very little oversight, answering product-related questions through his own research. I hope to get the chance to work with him again." url="https://www.linkedin.com/in/kevinkarsch/"
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                        uid=e1925 link "Tom Emrich 🏳️‍🌈 Executive Top Voice · 2nd Building the platform for physical AI at Springcraft | Hiring founding engineers | 17+ years in spatial computing | Ex-Meta, Niantic 72,952 followers Following, click to unfollow Tom Emrich 🏳️‍🌈" url="https://www.linkedin.com/in/thomasemrich/"
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                        uid=e2325 generic
                          uid=e2326 link "Recommendation transparency" url="https://www.linkedin.com/help/linkedin/answer/a1339724/"
                            uid=e2327 paragraph value="Recommendation transparency"
                          uid=e2328 paragraph value="Learn more about Recommended Content."
                  uid=e2330 generic
                    uid=e2332 paragraph value="Select language"
                    uid=e2333 generic
                      uid=e2334 combobox "Select language"
                        uid=s248 option "العربية (Arabic)"
                        uid=s249 option "বাংলা (Bangla)"
                        uid=s250 option "Čeština (Czech)"
                        uid=s251 option "Dansk (Danish)"
                        uid=s252 option "Deutsch (German)"
                        uid=s253 option "Ελληνικά (Greek)"
                        uid=s254 option "English (English)" selected
                        uid=s255 option "Español (Spanish)"
                        uid=s256 option "فارسی (Persian)"
                        uid=s257 option "Suomi (Finnish)"
                        uid=s258 option "Français (French)"
                        uid=s259 option "हिंदी (Hindi)"
                        uid=s260 option "Magyar (Hungarian)"
                        uid=s261 option "Bahasa Indonesia (Indonesian)"
                        uid=s262 option "Italiano (Italian)"
                        uid=s263 option "עברית (Hebrew)"
                        uid=s264 option "日本語 (Japanese)"
                        uid=s265 option "한국어 (Korean)"
                        uid=s266 option "मराठी (Marathi)"
                        uid=s267 option "Bahasa Malaysia (Malay)"
                        uid=s268 option "Nederlands (Dutch)"
                        uid=s269 option "Norsk (Norwegian)"
                        uid=s270 option "ਪੰਜਾਬੀ (Punjabi)"
                        uid=s271 option "Polski (Polish)"
                        uid=s272 option "Português (Portuguese)"
                        uid=s273 option "Română (Romanian)"
                        uid=s274 option "Русский (Russian)"
                        uid=s275 option "Svenska (Swedish)"
                        uid=s276 option "తెలుగు (Telugu)"
                        uid=s277 option "ภาษาไทย (Thai)"
                        uid=s278 option "Tagalog (Tagalog)"
                        uid=s279 option "Türkçe (Turkish)"
                        uid=s280 option "Українська (Ukrainian)"
                        uid=s281 option "Tiếng Việt (Vietnamese)"
                        uid=s282 option "简体中文 (Chinese (Simplified))"
                        uid=s283 option "正體中文 (Chinese (Traditional))"
                      uid=s284 img
  uid=s285 generic
    uid=s286 generic
      uid=s287 generic
        uid=s288 generic
          uid=s289 complementary
            uid=e2335 generic
              uid=e2336 generic
                uid=e2338 generic
                  uid=e2339 generic
                    uid=e2340 img "Jerome Etienne"
                    uid=e2342 generic value="Status is online"
                  uid=e2343 button "You are on the messaging overlay. Press enter to open the list of conversations."
                    uid=e2344 generic
                      uid=e2345 generic value="Messaging"
                      uid=e2346 generic value="You are on the messaging overlay. Press enter to open the list of conversations."
                uid=e2347 generic
                  uid=e2349 button "Open messenger dropdown menu"
                    uid=e2350 img "Open messenger dropdown menu"
                  uid=e2353 button "Compose message"
                    uid=e2354 img
                    uid=e2356 generic value="Compose message"
                  uid=e2357 button "You are on the messaging overlay. Press enter to open the list of conversations."
                    uid=e2358 img
                    uid=e2360 generic value="You are on the messaging overlay. Press enter to open the list of conversations."
              uid=e2361 generic
                uid=e2363 heading "Page inboxes" level="3"
                uid=e2364 generic
                  uid=e2365 generic value="Click to see affiliated inboxes"
                  uid=e2366 button "Page inboxes"
                    uid=e2367 img
          uid=s290 complementary "AI-powered assistant to get help with your career, jobs etc"
  uid=e2369 iframe
    uid=f16e1 generic active
      uid=s291 generic
        uid=s292 region "Toast message"
          uid=f16e3 heading "0 notifications total" level="2"
          uid=s293 alert
      uid=f16e4 region
      uid=f16e5 generic
        uid=f16e7 generic
          uid=f16e8 button "Skip to search"
            uid=f16e9 generic value="Skip to search"
          uid=f16e10 button "Skip to main content"
            uid=f16e11 generic value="Skip to main content"
          uid=f16e12 button "Keyboard shortcuts"
            uid=f16e13 generic value="Keyboard shortcuts"
          uid=f16e14 button "Close jump menu"
            uid=f16e15 img
            uid=f16e17 generic value="Close jump menu"
        uid=f16e18 banner "Global Navigation"
          uid=f16e19 generic
            uid=f16e20 link "LinkedIn" url="https://www.linkedin.com/feed/?nis=true"
              uid=f16e23 img "LinkedIn"
                uid=f16e24 img
            uid=f16e28 generic
              uid=f16e29 combobox "Search"
              uid=s294 generic
                uid=s295 img
            uid=f16e30 navigation "Primary Navigation"
              uid=f16e31 list
                uid=f16e32 listitem
                  uid=f16e33 link "Home" url="https://www.linkedin.com/feed/"
                    uid=f16e37 img
                    uid=f16e39 generic "Home"
                uid=f16e40 listitem
                  uid=f16e41 link "My Network" url="https://www.linkedin.com/mynetwork/?"
                    uid=f16e45 img
                    uid=f16e47 generic "My Network"
                uid=f16e48 listitem
                  uid=f16e49 link "Jobs" url="https://www.linkedin.com/jobs/?"
                    uid=f16e53 img
                    uid=f16e55 generic "Jobs"
                uid=f16e56 listitem
                  uid=f16e57 link "Messaging" url="https://www.linkedin.com/messaging/?"
                    uid=f16e61 img
                    uid=f16e63 generic "Messaging"
                uid=f16e64 listitem
                  uid=f16e65 link "Notifications" url="https://www.linkedin.com/notifications/?"
                    uid=f16e69 img
                    uid=f16e71 generic "Notifications"
                uid=f16e72 listitem
                  uid=f16e74 button "Jerome Etienne Me"
                    uid=f16e75 img "Jerome Etienne"
                    uid=f16e76 generic
                      uid=s296 StaticText "Me"
                      uid=f16e77 img
                uid=f16e79 listitem
                  uid=f16e81 button "For Business"
                    uid=f16e85 img
                    uid=f16e87 generic "For Business"
                      uid=s297 StaticText "For Business"
                      uid=f16e88 img
                uid=f16e90 listitem
                  uid=f16e92 link "Claim your 1 month free Premium Page" url="http://www.linkedin.com/premium/products/?upsellOrderOrigin=Tracking%3Av1%3Apremium_page_nav_upsell_text%3ACompany+Pages+SKU%3AIn-Product&referenceId=K0h1a4MoQACYpqqd9isx6Q%3D%3D&companyUrn=urn%3Ali%3Afsd_company%3A106063595&isSS=false&upsellSlotId=NAV_SPOTLIGHT&destRedirectURL=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fjeromeetienne%2F%3FskipRedirect%3Dtrue"
                    uid=f16e94 generic value="Claim your 1 month free Premium Page"
