Get live statistics and analysis of shanel 's profile on X / Twitter shanel @shanel_os creative director & building likelee | đ©đȘ â đșđž|@imgacademy â @nyustern | AI x media x policy
136 following 265 followers
Archetype analysis The Innovator Shanel is a boundary-pushing creative director who expertly blends AI, media, and policy to tackle complex real-world problems. Passionate about transforming rare disease treatment and tech landscapes, Shanel combines deep insights with visionary thinking. Their tweets reflect a mix of data-driven analysis and empowering calls for progress.
Social Circle
Top users who interacted with shanel over the last 14 days
đ„ Roast For someone juggling AI, media, and policy, Shanelâs followers probably need a PhD just to keep up â but hey, at least their tweets are smarter than some peopleâs entire timeline!
âĄïž Nice achievement Successfully drawing attention to the structural barriers in rare disease drug development with a compelling mix of data and empathy, positioning themselves as an influential voice at the intersection of healthcare innovation and policy.
đ Life's purpose To spearhead innovative solutions that bridge technology with impactful policy, making groundbreaking medical and AI advancements accessible and transformative for society.
đŹ Values and Beliefs Shanel believes in challenging entrenched systems that hinder progress, prioritizing meaningful change over quick gains, and empowering users to achieve their creative potential through intuitive tech experiences.
đȘ Strength Shanel excels at translating intricate industry challenges into clear, actionable narratives and leading with a balanced perspective of profitability and social good.
𫣠Weakness A potential blind spot is the high-level complexity which might intimidate casual followers or those outside niche fields, limiting broader audience engagement.
âĄïž Growth audience tips To grow their audience on X, Shanel should blend their expert insights with more accessible, story-driven threads showcasing real-life impact, alongside visuals or short videos to boost engagement. Interactive polls or questions about AIâs future could also spark wider conversations.
đ Bonus Fun fact: Despite diving deep into highly technical and policy-heavy topics, Shanel also champions making users 'feel accomplished' with AI tools â marrying complex innovation with human empowerment.
Top tweets of shanel7,000 + rare diseases, but < 10 % have an FDA-approved therapy.
everyday medicines return 16 % gross margin
orphan-drugs routinely clear 80 %+
median launch price for new U.S. drugs went from $180k/patient/year in 2021 to $370k/patient/year in 2024
72 % of those launches carried an orphan designation.
why the gap, and why the pricing?
1. even when an old compound is already derisked, tedious dossier/approval processes, CMC changes, and payor evidence is slow and expensive, costs that get capitalised into price.
2. boardrooms stare at spreadsheets showing just a few thousand eligible patients; the only path to recoup R&D and commercialization overhead is a six-figure list price.
3. exclusivity means companies can own the right over drug distribution for a given time, letting manufacturers treat price as a lever rather than an outcome of market forces.
so yes, thereâs a price-gouging conversation to be had. but any fix has to start by attacking the structural friction that makes âapproved but unavailableâ the norm for 90 % of rare diseases, and by creating lower-cost pathways that still leave room for viable returns on genuinely novel science, while delivering existing and life saving medicine to those with nothing else to fall back on.
they deserve treatment, and processes need to change.
Most engaged tweets of shanel7,000 + rare diseases, but < 10 % have an FDA-approved therapy.
everyday medicines return 16 % gross margin
orphan-drugs routinely clear 80 %+
median launch price for new U.S. drugs went from $180k/patient/year in 2021 to $370k/patient/year in 2024
72 % of those launches carried an orphan designation.
why the gap, and why the pricing?
1. even when an old compound is already derisked, tedious dossier/approval processes, CMC changes, and payor evidence is slow and expensive, costs that get capitalised into price.
2. boardrooms stare at spreadsheets showing just a few thousand eligible patients; the only path to recoup R&D and commercialization overhead is a six-figure list price.
3. exclusivity means companies can own the right over drug distribution for a given time, letting manufacturers treat price as a lever rather than an outcome of market forces.
so yes, thereâs a price-gouging conversation to be had. but any fix has to start by attacking the structural friction that makes âapproved but unavailableâ the norm for 90 % of rare diseases, and by creating lower-cost pathways that still leave room for viable returns on genuinely novel science, while delivering existing and life saving medicine to those with nothing else to fall back on.
they deserve treatment, and processes need to change.
Reposted @superSaiyanSkaiOne thing I have learnt over time is that the more books you read, the better you become at articulating your thoughtsâŠ
Reposted @orangebook_Building self-confidence is simple, you overcome your circumstances without playing the victim, you beat the odds, then reâŠ
Reposted @taotechicone of my most woo beliefs is that whatever youâre supposed to make (art, businesses, things) will always find you and itâllâŠ
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Interactive polls or questions about AIâs future could also spark wider conversations.","roast":"For someone juggling AI, media, and policy, Shanelâs followers probably need a PhD just to keep up â but hey, at least their tweets are smarter than some peopleâs entire timeline!","win":"Successfully drawing attention to the structural barriers in rare disease drug development with a compelling mix of data and empathy, positioning themselves as an influential voice at the intersection of healthcare innovation and policy."},"tweets":[{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1942120821452947824","view_count":777,"bookmark_count":2,"created_at":1751872661000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1942120821452947824","full_text":"7,000 + rare diseases, but < 10 % have an FDA-approved therapy.\n\neveryday medicines return 16 % gross margin\n\norphan-drugs routinely clear 80 %+\n\nmedian launch price for new U.S. drugs went from $180k/patient/year in 2021 to $370k/patient/year in 2024 \n\n72 % of those launches carried an orphan designation. \n\nwhy the gap, and why the pricing? \n\n1. even when an old compound is already derisked, tedious dossier/approval processes, CMC changes, and payor evidence is slow and expensive, costs that get capitalised into price.\n\n2. boardrooms stare at spreadsheets showing just a few thousand eligible patients; the only path to recoup R&D and commercialization overhead is a six-figure list price.\n\n3. exclusivity means companies can own the right over drug distribution for a given time, letting manufacturers treat price as a lever rather than an outcome of market forces. \n\nso yes, thereâs a price-gouging conversation to be had. but any fix has to start by attacking the structural friction that makes âapproved but unavailableâ the norm for 90 % of rare diseases, and by creating lower-cost pathways that still leave room for viable returns on genuinely novel science, while delivering existing and life saving medicine to those with nothing else to fall back on. \n\nthey deserve treatment, and processes need to change.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,213],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1944845978407985311","view_count":96,"bookmark_count":0,"created_at":1752522389000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"1881927617701609472","conversation_id_str":"1944845978407985311","full_text":"any regulated industry will lead to heavier dilution during funding rounds; but if the problem matters more than the gain, and you truly want to see change happen - be ok exiting w 5% , and be ready to be replaced","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1952449569608089916","view_count":116,"bookmark_count":0,"created_at":1754335226000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1952449569608089916","full_text":"market is flooding with ai wrapper tools","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,194],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1944217790417719710","view_count":97,"bookmark_count":0,"created_at":1752372617000,"favorite_count":5,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1944217790417719710","full_text":"never hesitate to send that message\n\nthey donât respond - âhey, mightâve gotten lost in your inboxâ \n\nno response again, thatâs fine. lack shame and never take anything personally. takes one yes","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,282],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1944158438956970006","view_count":155,"bookmark_count":1,"created_at":1752358467000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1944158438956970006","full_text":"not building b2c; j something interesting i was thinking on \n\ngeneral standard when building for everyday users â> make your product intuitive/solve a real problem. \n\nbut i think a new standards here â> make the user feel accomplished. its why vibe coding platforms worked so well. \n\neveryone has dreams. so in the context of ai, if you can make someone a dj, a musician, an artist, a film creator, influencer etc. - and the ease the process so much they feel invincible - thats a great product. idk","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,200],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1941329318308872327","view_count":155,"bookmark_count":0,"created_at":1751683952000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1941329318308872327","full_text":"we need more orphan drug revivals, we need more regulatory approvals, we need more movement. \n\nai is going to transform the speed at which regulated industries bring groundbreaking products to market.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,252],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1941099392884527250","view_count":52,"bookmark_count":0,"created_at":1751629133000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1941099392884527250","full_text":"my dad raised me to always think for myself and never impose the limitations society tries to project onto you. \n\nwe are in interesting times, but no matter who you are - opportunity is within reach. \n\nthe time is now to build and foster relationships.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,7],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1944108806704632220","view_count":82,"bookmark_count":0,"created_at":1752346633000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1944108806704632220","full_text":"cooking","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1943809614690046276","view_count":188,"bookmark_count":0,"created_at":1752275301000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1943809614690046276","full_text":"open ai browser is not j coming for google, itâs amazon too. not like prime\n\ncan imagine an âopen shopâ of sorts where users can just upload what they want and itâll give them a bunch of direct options to buying it through other suppliers. \n\nfor instance sellers connect an open ai shopping api to their stores/shopify deal and gpt 5/another model scans the internet for exact matches. or describe something you want etc., \n\nor it could be on your phone while someones scrolling tiktok, see something they want on a creator, and calls in the ai to find it. \n\netc. \n\npoint is theyâre looking to penetrate multiple verticals and people donât even realize it. end if the day lock-in is the goal.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,76],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1957117508873232556","view_count":43,"bookmark_count":0,"created_at":1755448150000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1957117508873232556","full_text":"sunday still ends in day so Iâll be locked in today as i would any other day","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,207],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1940910623468237129","view_count":357,"bookmark_count":1,"created_at":1751584127000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":1,"user_id_str":"1881927617701609472","conversation_id_str":"1940910623468237129","full_text":"dormant breakthroughs stay shelved because agencies and applicants speak different data dialects, im building a universal translator and opportunity interface. \n\nevery regulated industry deserves timely gtm.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,116],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1944216048699326839","view_count":82,"bookmark_count":0,"created_at":1752372202000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1944216048699326839","full_text":"if you donât know at least one person in the industry youâre trying to break - get out there; irl\n\nor save your time","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,46],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1943889550041850270","view_count":139,"bookmark_count":0,"created_at":1752294359000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1943889550041850270","full_text":"smalltown boy bronski beat is my favorite song","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,121],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1943869427792912884","view_count":134,"bookmark_count":0,"created_at":1752289561000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1943869427792912884","full_text":"also bitchat beta, not seeing a lot about it on my timeline but Iâm excited. no cell service communication via bluetooth.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,232],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1943393754418647504","quoted_status_permalink":{"url":"https://t.co/iHUAcv2r6J","expanded":"https://twitter.com/stealthseer/status/1943393754418647504","display":"x.com/stealthseer/stâŠ"},"retweeted":false,"fact_check":null,"id":"1943793411099963587","view_count":147,"bookmark_count":1,"created_at":1752271437000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1943793411099963587","full_text":"LOCK-IN in is the goal for ai companies as Iâve been saying. openai is moving exactly how they should going for an ai browser. \n\nllm companies are racing to be indispensable to the user. that is created through the memory functions.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,122],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1943743148900909090","view_count":109,"bookmark_count":0,"created_at":1752259454000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1943743148900909090","full_text":"RiquiquĂ;Bronze-Instances(1-100) \n\narca is so innovative, new layer applied to each instance and compounding. so good hehe","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}],"ctweets":[{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1952449569608089916","view_count":116,"bookmark_count":0,"created_at":1754335226000,"favorite_count":6,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1952449569608089916","full_text":"market is flooding with ai wrapper tools","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1942120821452947824","view_count":777,"bookmark_count":2,"created_at":1751872661000,"favorite_count":6,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1942120821452947824","full_text":"7,000 + rare diseases, but < 10 % have an FDA-approved therapy.\n\neveryday medicines return 16 % gross margin\n\norphan-drugs routinely clear 80 %+\n\nmedian launch price for new U.S. drugs went from $180k/patient/year in 2021 to $370k/patient/year in 2024 \n\n72 % of those launches carried an orphan designation. \n\nwhy the gap, and why the pricing? \n\n1. even when an old compound is already derisked, tedious 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tysm","in_reply_to_user_id_str":"211934250","in_reply_to_status_id_str":"1989050608557428969","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,23],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"211934250","name":"Chris Lavigne","screen_name":"crlvideo","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"crlvideo","lang":"en","retweeted":false,"fact_check":null,"id":"1989323661744935025","view_count":10,"bookmark_count":0,"created_at":1763126695000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1989050608557428969","full_text":"@crlvideo truly amazing","in_reply_to_user_id_str":"211934250","in_reply_to_status_id_str":"1989050608557428969","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,136],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"3829085608","name":"Craig Weiss","screen_name":"craigzLiszt","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"craigzLiszt","lang":"en","retweeted":false,"fact_check":null,"id":"1989447924473069684","view_count":4,"bookmark_count":0,"created_at":1763156322000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1989388349052944440","full_text":"@craigzLiszt youâre the first person in tech Iâve seen on my timeline to speak on this. not sure who else believes as such but thank you","in_reply_to_user_id_str":"3829085608","in_reply_to_status_id_str":"1989388349052944440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]}]},"interactions":{"users":[{"created_at":1178584577000,"uid":"5848412","id":"5848412","screen_name":"gavinpurcell","name":"Gavin Purcell","friends_count":4646,"followers_count":24826,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1579115477145567233/U1bA1De6_normal.jpg","description":"Co-Founder @andthenchat (a16z SR005), Emmy-Winning Showrunner, co-creator @aiforhumansshow\n\nmade a career of hurtling emergent media into established 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They value innovation, accessibility, and collaboration, nurturing an ecosystem where developers and gamers can push boundaries together.","facts":"Fun fact: Somnia boasts over 1 million transactions per second with sub-second finality and sub-cent feesâmaking it one of the fastest and cheapest blockchains for gaming and entertainment!","strength":"Somniaâs strengths lie in its technological superiority, high engagement with cutting-edge topics like AI and DeFi integration, and its strong community-building through frequent, content-rich communication and collaborations with other innovators.","weakness":"With nearly 11,000 tweets but an undefined follower count, Somnia might be struggling to convert high activity and buzz into a consistent, measurable growth of loyal followers, possibly due to a complex niche or unclear targeting.","recommendation":"To boost growth on X, Somnia should leverage more storytelling and user-centric content showing real-life impact and gaming experiences on their platform. Engaging influencers and gamers in tweet threads, AMAs, and contests will help humanize the brand and convert tech hype into community loyalty.","roast":"Somnia tweets like they're trying to win a Pulitzer for blockchain poetryâso many posts youâd think theyâre mining Twitter for gas fees instead of just gaming tokens!","win":"Launching the Somnia Betanet and enabling the creation of unlimited on-chain avatars marks a monumental leap, positioning Somnia as a trailblazer in creating the first true virtual society on blockchain."},"created":1763176919762,"type":"the innovator","id":"somnia_network"},{"user":{"id":"717488895928041472","name":"Vanishree Rao","description":"Founder @fermah_xyz | 15 years and counting in designing and building ZK | PhD in Cryptography at UCLA | mama bear mode","followers_count":5939,"friends_count":486,"statuses_count":2745,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1823213529136078848/1LK3-Iqs_normal.jpg","screen_name":"vanishree_rao","location":"Austin, TX","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"fermah.xyz","expanded_url":"https://www.fermah.xyz","url":"https://t.co/DbNKdTibil","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Vanishree Rao is a pioneering force in zero-knowledge (ZK) cryptography, blending deep academic expertise with entrepreneurial drive. 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Her Indian upbringing instilled a survivalist creativity and a relentless drive to add meaningful value.","facts":"Fun fact: She started obsessing over zero-knowledge proofs as a young student, even trying to prove Fermatâs Little Theorem by staring at the ceilingâtalk about dedication to math and cryptography!","strength":"Vanishreeâs biggest strengths lie in her unparalleled domain expertise, visionary mindset, and ability to unite a passionate, low-ego team dedicated to executing bold ideas. 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Regular, bite-sized educational threads could boost reach and establish her as the go-to ZK innovator.","roast":"For someone whoâs spent decades staring at ceilings trying to prove theorems, Vanishree probably knows more about zero-knowledge proofs than she does about how many followers she hasâguess crypto proofs arenât the only thing that needs decentralizing!","win":"Successfully founding Fermah and securing backing from top crypto investors like a16zcrypto and assembling a powerhouse team to tackle one of zero-knowledge proofsâ toughest bottlenecksâproof generation infrastructure."},"created":1763176183400,"type":"the innovator","id":"vanishree_rao"},{"user":{"id":"2679955753","name":"Kuhu","description":"making mental health support accessible through AI.","followers_count":120,"friends_count":97,"statuses_count":423,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1964980063230713856/l07-L4k6_normal.jpg","screen_name":"kuhusingh6","location":"","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"ambermind.ai","expanded_url":"http://www.ambermind.ai","url":"https://t.co/Kiz36t9URW","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Kuhu is on an exciting journey to revolutionize mental health support by building an AI-driven wellbeing companion. 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If second-guessing was an Olympic sport, theyâd have way more gold medals than their AI chatbot has users⊠for now!","win":"Launching a publicly accessible AI mental wellbeing companion after a full year of stealth and already onboarding paying users is a massive and commendable achievementâa true testament to their perseverance and vision.","recommendation":"To grow their audience on X (Twitter), Kuhu should leverage storytelling by sharing more user testimonials and impactful moments from their AI companion's interactions. Engaging in relevant mental health and tech conversations with meaningful replies and threading progress updates can also increase visibility and foster community support."},"created":1763176137814,"type":"the innovator","id":"kuhusingh6"},{"user":{"id":"1712943174119755776","name":"Allanatrix","description":"Machine Learning engineer","followers_count":2256,"friends_count":1365,"statuses_count":18497,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1972796430956830720/cVFVPYX0_normal.jpg","screen_name":"AllanatrixQ","location":"Hyperplane ","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"allanatrix.dev","expanded_url":"https://allanatrix.dev/","url":"https://t.co/mkq2MPHUJb","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Allanatrix is a dedicated Machine Learning engineer blazing a trail in the AI world, showcasing a remarkable DIY spirit by building a personal AI lab all on their own. 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Partnering with other thought leaders in AI for collaborations and live discussions can also boost visibility and community engagement.","roast":"Allanatrix has tweeted so much, their Twitter feed probably needs a machine learning algorithm just to decode the plot twists between basement living and AI breakthroughs â talk about multitasking at a heroic level of procrastination!","win":"Successfully transformed a solo project into a recognized role at @inference_net as a Machine Learning Engineer/Researcher, proving true innovation happens outside the traditional labs."},"created":1763175126210,"type":"the innovator","id":"allanatrixq"},{"user":{"id":"248951926","name":"Ahmad","description":"ai research, software engineering, infra & hardware, on a mission to build a DGX B300 GPU cluster, i moderate GPUs on r/LocalLLaMA","followers_count":29786,"friends_count":308,"statuses_count":17190,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1831406651829559296/iMbSOxdP_normal.jpg","screen_name":"TheAhmadOsman","location":":~$ curl -L ahmadosman.com/dir","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"ahmadosman.com/about","expanded_url":"https://www.ahmadosman.com/about","url":"https://t.co/Aigzat4caa","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"Ahmad is a tech-savvy AI researcher and software engineer with a passion for hardware and infrastructure, especially GPU clusters. 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He values efficiency, creativity in problem-solving, and the importance of bridging the gap between theoretical AI research and real-world applications.","facts":"Fun fact: Ahmadâs dedication is so intense that heâs on a mission to build a DGX B300 GPU cluster, proving heâs not just theorizing about AI but physically building the future one GPU at a time.","strength":"He excels at integrating complex hardware with AI software, combined with an ability to communicate technical concepts humorously and engagingly, making him both a pioneer and an influencer in niche AI communities.","weakness":"His intensive focus on tech and infrastructure might make him less approachable to casual users or audiences outside the AI/engineering sphere, potentially limiting broader mainstream engagement.","recommendation":"To grow Ahmadâs audience on X, he should blend his technical posts with more simplified, user-friendly contentâthink quick tips, memes, or relatable tech humorâto draw in non-experts while maintaining deep-dive threads for core followers. Collaborations with popular AI influencers or sharing behind-the-scenes looks at his GPU cluster build could also boost engagement.","roast":"Ahmad tweets so frequently heâs probably single-handedly keeping the tweet count above 17,000âat this rate, his keyboard's gonna apply for a restraining order any day now.","win":"Achieved viral success by making complex GPU and AI server setups relatable & trendy with 20k+ likes on a tweet encouraging everyone to think bigger about hardware, proving he can turn hardcore tech talk into viral content."},"created":1763173663655,"type":"the innovator","id":"theahmadosman"},{"user":{"id":"1942752883059089408","name":"InsForge","description":"The backend for AI coding\nđ https://t.co/QAlBLXxL24\nâïž https://t.co/vTRy9iG0EM\nđŹ https://t.co/gGnSYvIF1c","followers_count":121,"friends_count":46,"statuses_count":494,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1950411545382719488/bxukfoyn_normal.jpg","screen_name":"InsForge_dev","location":"Seattle, Washington","entities":{"description":{"urls":[{"display_url":"insforge.dev","expanded_url":"https://insforge.dev/","url":"https://t.co/QAlBLXxL24","indices":[28,51]},{"display_url":"github.com/InsForge/InsFoâŠ","expanded_url":"https://github.com/InsForge/InsForge","url":"https://t.co/vTRy9iG0EM","indices":[55,78]},{"display_url":"discord.com/invite/DvBtaEcâŠ","expanded_url":"https://discord.com/invite/DvBtaEc9Jz","url":"https://t.co/gGnSYvIF1c","indices":[81,104]}]},"url":{"urls":[{"display_url":"insforge.dev","expanded_url":"https://insforge.dev/","url":"https://t.co/QAlBLXxL24","indices":[0,23]}]}}},"details":{"type":"The Innovator","description":"InsForge is the mastermind backend architect revolutionizing AI coding with sleek developer tools and seamless integrations. Constantly pushing boundaries, they transform complex backend processes into elegant, user-friendly experiences. Their presence is a beacon for developers craving efficiency and smart automation.","purpose":"To empower developers everywhere by simplifying AI backend infrastructure, making cutting-edge technology accessible and usable without the typical complexity and delays.","beliefs":"InsForge believes in the power of innovation to accelerate development workflows, collaboration as a key to technological advancement, and the importance of building tools that are both powerful and easy to use.","facts":"Fun fact: InsForgeâs backend tech once earned a spot on a Times Square billboard, proving that backend brilliance can shine as bright as any headline-grabbing innovation!","strength":"Their technical savvy in creating seamless integrations and developer-friendly SDKs, combined with proactive community engagement and clever use of AI to improve log analysis.","weakness":"Tends to focus heavily on backend and technical improvements which can sometimes overshadow the personal brand building and deeper engagement with their community on social platforms.","roast":"InsForge builds such smooth backend magic, itâs like theyâre doing wizardry â too bad their social media charisma hasnât quite gotten the memo and still likes to hang out in the shadows like a shy sorcerer.","win":"Landing a massive billboard ad in Times Square is no small feat, demonstrating InsForgeâs ability to break through the noise and capture massive public attention for backend solutions.","recommendation":"Amp up your personal touch on X by sharing developer stories, behind-the-scenes insights, and quick tips that invite conversations. Use threads to explain how your tools solve real dev headaches and pepper in more visual demos or videos to boost engagement and build a stronger, loyal following."},"created":1763173162491,"type":"the innovator","id":"insforge_dev"},{"user":{"id":"8111392","name":"ζ Pedram ζ","description":"Artificial Intelligence. Quantum. Distributed Learning. Cybernetics. Kung Fu. Blockchain. Networks. Sensor Perception and Robotics.","followers_count":843,"friends_count":6477,"statuses_count":17013,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1887010560677462016/RBMKLq5v_normal.jpg","screen_name":"zenstyle","location":"Earth","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"ζ Pedram ζ is a forward-thinking trailblazer deeply immersed in the realms of Artificial Intelligence, Quantum Computing, and Blockchain technologies. Their tweets blend technical mastery with creative storytelling, making complex topics accessible and engaging. With a robust following strategy, they relentlessly explore and shape the future of cybernetics and robotics.","purpose":"To revolutionize technology by pioneering novel concepts and solutions across AI, quantum computing, and distributed systems, pushing the boundaries of what machines and humans can achieve together.","beliefs":"They value innovation, transparency, and security, believing in immutable data protocols and the harmonious integration of AI with human creativity. They trust in the power of technology to solve real-world problems while maintaining ethical and secure interactions.","facts":"Fun fact: ζ Pedram ζ talks about complex blockchain concepts as if explaining how kids play with toys, showcasing their ability to simplify the profoundly technical into engaging and understandable narratives.","strength":"Exceptional at translating cutting-edge scientific ideas into relatable content, combined with a fiercely independent thinking style and a knack for strategic communication that attracts a tech-savvy audience.","weakness":"Their highly technical focus and frequent deep dives might alienate casual followers, and their rapid-fire tweet volume could overwhelm new audiences trying to keep up.","roast":"For someone who's all about controlling spawn points and quantum moves, you tweet so much itâs like your keyboardâs got more action than a Kung Fu tournamentâmaybe give those 6,477 following accounts a break before your fingers need a zone-out dojo too!","win":"Crafting one of the most accessible blockchain explanations on social media, turning the intimidating into the charmingly simple, and gaining respect for demystifying complex technologies.","recommendation":"Focus on condensing some of your technical insights into catchy threads or bite-sized takeaways that invite interaction and retweets. Engage more directly with followers to build a community feel, turning deep technical content into shared curiosity rather than a solo lecture."},"created":1763172710276,"type":"the innovator","id":"zenstyle"},{"user":{"id":"9866992","name":"Fred Jonsson","description":"building AI/ML systems @ https://t.co/KJtPmvPgxw. đ let's meet at NeurIPS '25. interests: small models, continual learning, training infra, RLVR, AutoML","followers_count":948,"friends_count":746,"statuses_count":2210,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1930780129321455616/tHAburhr_normal.jpg","screen_name":"enginoid","location":"London","entities":{"description":{"urls":[{"display_url":"tensorvalley.com","expanded_url":"http://tensorvalley.com","url":"https://t.co/KJtPmvPgxw","indices":[25,48]}]}}},"details":{"type":"The Innovator","description":"Fred Jonsson is a hands-on builder of AI and machine learning systems, passionately pushing the boundaries with small models, continual learning, and cutting-edge training infrastructure. With a knack for tinkering, Fred's work blends practical experimentation with futuristic thinking, always ready to explore new ways to optimize and automate AI workflows. Whether it's fine-tuning text classification or launching revenue-generating products, Fred embodies the spirit of innovation in every tweet.","purpose":"Fred's life purpose is to revolutionize how AI systems learn and operate by developing smarter, more efficient models and tools that can continually improve with minimal human intervention. By focusing on automation and scalable infrastructure, Fred aims to make advanced AI accessible, reliable, and impactful for real-world applications.","beliefs":"Fred strongly believes in the power of open experimentation and continual learning to drive progress in AI. Embracing automation not only reduces tedious work but also unlocks higher creativity and insight. Fred values community collaboration, transparency in sharing tools and results, and the relentless pursuit of maximizing technologyâs potential.","facts":"Fun fact: Fred managed to boost a challenging text classification task from a mere 15% accuracy to a whopping 88% by combining clever data prep, retrieval methods, and a custom DSPy optimizerâtalk about turning AI from a timid chick into a flying eagle!","strength":"Fred shines in rapid prototyping and integrating various AI techniques to achieve impressive gains efficiently. The use of automation tools like WandB setups and code generators to minimize manual labor showcases a high level of technical savvy and productivity.","weakness":"Sometimes Fredâs intense focus on innovation and complex tooling might come off as overly technical or niche, which could limit broader audience appeal. Also, juggling multiple projects and intricate systems may risk scattered priorities or burnout in the long run.","recommendation":"To grow on X, Fred should mix in simpler, punchy explanations or captivating storytelling around technical breakthroughs to attract a wider audience. Sharing behind-the-scenes moments and user testimonials can humanize the work, while engaging more directly with followers through polls or Q&A can build a loyal community.","roast":"Fredâs so deep into automating AI that if brainstorming was a sport, theyâd have already built a bot to do itâand probably outsourced the emotional stress of debugging to it too. Just donât ask Fred to take a âdpsy breakââit sounds suspiciously like an AI addiction in recovery!","win":"Fred successfully launched a code-generated product that already made over $4k in revenue and is actively building a team to scale even more complex AI applications. This blend of innovation and entrepreneurship showcases real-world impact beyond just theoretical models."},"created":1763172666217,"type":"the innovator","id":"enginoid"},{"user":{"id":"2699261420","name":"yordi.cs","description":"Software Engineer.\nBuilding things I probably shouldn't.\nMaster of wasted compute.\nMostly here to see what breaks.\n\nBuilding @HelpBnk","followers_count":414,"friends_count":562,"statuses_count":1742,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1958887781507248128/-GNe8w-J_normal.jpg","screen_name":"its_yordi","location":"Dubai, United Arab Emirates","entities":{"description":{"urls":[]}}},"details":{"type":"The Innovator","description":"Yordi.cs is a software engineer with a knack for pushing boundaries and building things that flirt with the unexpected. With a passion for creating disruptive projects like @HelpBnk and openclip.app, they thrive in the gray area of innovation and chaos. 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chill","in_reply_to_user_id_str":"1590353855140831232","in_reply_to_status_id_str":"1980169754913751191","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,39],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1777115021807661056","name":"luffy","screen_name":"0xluffyb","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"0xluffyb","lang":"en","retweeted":false,"fact_check":null,"id":"1980394118414233904","view_count":93,"bookmark_count":0,"created_at":1760997726000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1980282168841736565","full_text":"@0xluffyb My exact thoughts seeing this","in_reply_to_user_id_str":"1777115021807661056","in_reply_to_status_id_str":"1980282168841736565","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[{"bookmarked":false,"display_text_range":[15,89],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"946482612167639040","name":"Thomas Schulz","screen_name":"thomasschulzz","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"thomasschulzz","lang":"en","retweeted":false,"fact_check":null,"id":"1980645440526950842","view_count":26,"bookmark_count":0,"created_at":1761057646000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1980473647136751876","full_text":"@thomasschulzz Ik someone like this and it feels like pure negative energy, stay far away","in_reply_to_user_id_str":"946482612167639040","in_reply_to_status_id_str":"1980473647136751876","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[14,44],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"922955517030408192","name":"Justine Moore","screen_name":"venturetwins","indices":[0,13]}]},"favorited":false,"in_reply_to_screen_name":"venturetwins","lang":"en","retweeted":false,"fact_check":null,"id":"1980711877479891161","view_count":138,"bookmark_count":0,"created_at":1761073486000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1980685301577326994","full_text":"@venturetwins Itâs happening, Itâs happening","in_reply_to_user_id_str":"922955517030408192","in_reply_to_status_id_str":"1980685301577326994","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-23","value":0,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[15,25],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1804227202088865797","name":"PJ-Silverside AI","screen_name":"Silverside_AI","indices":[0,14]}]},"favorited":false,"in_reply_to_screen_name":"Silverside_AI","lang":"en","retweeted":false,"fact_check":null,"id":"1981136727692759541","view_count":351,"bookmark_count":0,"created_at":1761174778000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1981088220109471768","full_text":"@Silverside_AI YOURE 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pick","in_reply_to_user_id_str":"1287738860559110144","in_reply_to_status_id_str":"1980988220021301681","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":1,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[20,297],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"87257431","name":"ILIAS ISM","screen_name":"illyism","indices":[0,8]},{"id_str":"1145811438478516227","name":"Alex Secara","screen_name":"thesecara","indices":[9,19]}]},"favorited":false,"in_reply_to_screen_name":"illyism","lang":"en","retweeted":false,"fact_check":null,"id":"1981299621319111142","view_count":7,"bookmark_count":0,"created_at":1761213615000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1881927617701609472","conversation_id_str":"1980945763199791501","full_text":"@illyism @thesecara I agree that the human aspect will always be important but the 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