Shreya Rajpal is a powerhouse in ML and systems, pioneering open-source tools like Guardrails AI that elevate AI reliability. With a rich engineering background spanning Apple, Predibase, and top universities, Shreya leads with data-driven insights and practical experimentation wisdom. She seamlessly blends deep technical expertise with visionary leadership in AI innovation.
Shreya’s timeline probably looks like a research paper bibliography got caught in a Twitter chat—so many sources, so little focus. Maybe try unfollowing a few accounts so the real fans can find you through the noise, not the follow count!
Successfully launched and gained significant traction for Guardrails AI, an open-source project setting new standards for reliability in LLM outputs, alongside securing seed funding to scale this visionary initiative.
To push the boundaries of AI system reliability and experimentation rigor, empowering engineers and researchers to build trustworthy, high-quality machine learning applications through open-source innovation.
Shreya believes that success in AI comes from rigorous evaluation, systematic experimentation, and staying firmly rooted in research advancements. She values transparency, reproducibility, and the collaborative power of open source to drive meaningful progress in AI technology.
An exceptional ability to translate complex ML system challenges into actionable frameworks, plus a knack for building powerful developer tools that attract both community engagement and industry attention.
With close to a thousand accounts followed and a deep focus on technical content, there’s a risk of information overload and diluted engagement, potentially making it harder to build a tightly knit, highly interactive audience.
To grow her audience on X, Shreya should leverage her visionary insights by threading her deep-dive content into engaging narratives and practical tutorials. Pairing technical posts with occasional personal or cultural observations can humanize her brand and spark wider conversations.
Fun fact: Despite coming across as a high-powered tech guru, Shreya isn't afraid to poke fun at Silicon Valley culture—like wondering why everyone in SF seems to have the exact same dog! This adds a relatable human touch to her highly technical profile.
Introducing ❄️ @snowglobe_so, the simulation engine for AI chatbots.
Magically simulate the behavior of your users to test and improve your chatbots.
Find failures before your users do.
My @aiDotEngineer tall is out!
I talk about LLMs require a fundamentally new software paradigm (stochastic vs. deterministic) and how to think abt building reliable applications
👀 bonus points if you can spot the blooper in the talk
youtu.be/9-vGxMoUM9Y?si…
I've had an interesting year to say the least -- almost exactly a year ago I started moonlighting on @guardrails_ai in my spare time. To celebrate my ~1 year anniversary, I'm giving the keynote at the AI in production conference, with some 4000+ registrations already(!)
Why you should attend -- I'll talk about what my experience has been like in the field making the cutting edge of generative AI work in production settings, as well as future perspectives. Come attend -- link below.
PS -- also making a teeny tiny announcement during the keynote!
We benchmarked the @OpenAI's DevDay Eval product and @bespokelabsai's Minicheck for hallucination detection. Minicheck is the current best hallucination detector on @guardrails_ai Hub.
OpenAI:
- Accuracy: 69.19%
- F1: 0.7564
- High recall, lower precision
Minicheck:
- Accuracy: 74.96%
- F1: 0.7516
- Better at detecting hallucinations
Overall, OpenAI classifies more hallucinations as factual, but has high recall around detecting factual statements. However the current most precise model is Minicheck (Guardrails Hub Link https://t.co/jX3RDdMbrL)
New @guardrails_ai validator release!💥
If you're building a customer-facing chatbot, a basic requirement is to not mention any competitors to your company. E.g. don't talk about Burger King if you’re McDonalds.
We just added a validator to test this explicitly. Docs below
Introducing ❄️ @snowglobe_so, the simulation engine for AI chatbots.
Magically simulate the behavior of your users to test and improve your chatbots.
Find failures before your users do.
I've had an interesting year to say the least -- almost exactly a year ago I started moonlighting on @guardrails_ai in my spare time. To celebrate my ~1 year anniversary, I'm giving the keynote at the AI in production conference, with some 4000+ registrations already(!)
Why you should attend -- I'll talk about what my experience has been like in the field making the cutting edge of generative AI work in production settings, as well as future perspectives. Come attend -- link below.
PS -- also making a teeny tiny announcement during the keynote!
it's been amazing to see the overwhelming support and excitement for @snowglobe_so on launch day 🫶
as a result though, some of you may have experienced slow running simulations and conversation generation.
we're working hard to process these queues faster, (doubled our capacity since this morning) and chasing down bottlenecks, so sim should get back to being super fast pretty soon!
Built products for 14+ years. Now creating tools for makers to go from idea to customer, sharing what I’ve learned along the way, and random stuff in between.
Building Danguage - AI language learning app for immigrants. Previously made Google available in Ukrainian (40M users). Hiring: assistant, react dev, UI designr
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He leverages authority, clarity, and emotional connection effectively.","weakness":"Sometimes his dual tone—shifting from heavy political discourse to casual sports cheerleading—may confuse followers about his core messaging or dilute the impact of critical statements.","roast":"Paul’s Twitter game is like a diplomatic meeting interrupted by a football chant—just when you’re deep in international affairs, BAM! Arsenal’s scored again and you’re reminded the president secretly practices a victorious goal celebration in his office.","win":"Successfully used his platform to clarify international misunderstandings, reinforcing Rwanda's position firmly while engaging a broad audience across political and cultural topics.","recommendation":"To grow his audience on X, Paul should consider threading his geopolitical insights with relatable storytelling and visuals, perhaps combining his diplomatic updates with behind-the-scenes glimpses or Q&A sessions to humanize leadership and keep followers engaged."},"created":1757651358278,"type":"the thought leader","id":"paulkagame"},{"user":{"id":"1654336251606990850","name":"Blake 戴至诚 🍁🦅","description":"to do is to be","followers_count":248,"friends_count":353,"statuses_count":1787,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1847107693045071872/RAR0g8Xh_normal.jpg","screen_name":"____dzc____","location":"天鹅绒房间","entities":{"description":{"urls":[]}}},"details":{"type":"The Thought Leader","description":"Blake 戴至诚 🍁🦅 is the kind of thinker who quietly shapes conversations through insightful reflections and thoughtful ideas. With a blend of humility and intellect, they encourage perseverance and innovation in their followers. Their tweets reveal a mind that values growth over perfection, and thoughtful critique over shallow praise.","purpose":"Blake's life purpose revolves around inspiring meaningful growth and thoughtful progress by challenging complacency and encouraging deeper reflection. They aim to empower others to embrace effort, learn from failure, and innovate with sincerity.","beliefs":"They believe in the power of genuine effort, honest critique, and the value of persistence. Authenticity and growth through practice are central to their worldview, alongside a healthy skepticism of superficial positivity that glosses over real challenges.","facts":"Fun fact: Blake once shared a profound nugget about the ego’s need to disguise lack of preparation as natural talent — a wisdom gem that’s as much a pep talk as it is a reality check!","strength":"Blake’s strength lies in their ability to provoke self-awareness and inspire action through candid, thoughtful messaging. Their balanced approach emphasizes both encouragement and reality, fostering trust and intellectual engagement.","weakness":"Their tweets receive modest visibility and engagement, suggesting a challenge in expanding their reach or connecting with a broader audience right now. The contemplative style might also be overlooked in the fast scroll culture of social media.","roast":"Blake’s Twitter strategy is like a fine wine stuck in a paper cup—full of complexity and depth, but somehow still struggling not to spill all over the floor because they forgot to open up their audience.","win":"Successfully articulated a memorable and relatable insight on ego, risk-taking, and the value of practice that resonated enough to earn meaningful engagement among a thoughtful circle.","recommendation":"To grow their audience on X, Blake should consider threading some of their reflections to build narrative arcs that retain readers’ attention. Amplifying their presence by engaging more personally with trending conversations and leveraging relevant hashtags could also expand their reach beyond the current echo chamber."},"created":1757649863822,"type":"the thought leader","id":"____dzc____"},{"user":{"id":"1840706899823788032","name":"Hrsh","description":"engineering @Nokia. tweeting about projects, papers, and news on AI. I use Arch btw.","followers_count":1029,"friends_count":1030,"statuses_count":2097,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1964947736077168640/bF0bmqcr_normal.jpg","screen_name":"Hrshgdkr","location":"Bengaluru, India","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"llmresourceshub.vercel.app","expanded_url":"https://llmresourceshub.vercel.app","url":"https://t.co/uvAfndkvqn","indices":[0,23]}]}}},"details":{"type":"The Thought Leader","description":"Hrsh is an engineering mind at Nokia sharing deep insights on AI projects, research papers, and the latest tech developments. With a knack for curating complex information into accessible content, Hrsh educates and informs a niche crowd passionate about AI and large language models. Their technical expertise shines through every tweet, creating a digital space where tech enthusiasts and professionals converge.","facts":"Fun fact: Hrsh casually drops that they 'use Arch btw,' signaling not just their tech-savvy nature but also their subtle nod to the respected, sometimes challenging Arch Linux community.","purpose":"Hrsh's life purpose is to demystify cutting-edge AI technology and empower both beginners and experts by providing high-quality, accessible knowledge and resources that foster innovation and understanding in the AI field.","beliefs":"They believe in transparency, accessibility, and the continuous sharing of knowledge to push the AI field forward. They value precision, in-depth analysis, and the open-source spirit, emphasizing collaboration and learning over hype.","strength":"Hrsh excels at detailed technical analysis and breaking down complex AI topics into digestible tweets and resources. Their ability to engage a technically sophisticated audience while maintaining clarity is a standout strength.","weakness":"With a heavy focus on technical content and niche topics, Hrsh may struggle to captivate a broader audience beyond AI specialists. They might also come off as a bit too serious or dense for casual followers looking for lighter, more entertaining interactions.","recommendation":"To grow their audience on X, Hrsh should intersperse highly technical posts with approachable, relatable content — like personal takes on AI trends or bite-sized explainers. Engaging more with followers through polls, Q&As, or casual threads can humanize their profile and expand reach beyond the AI bubble.","roast":"Hrsh tweets faster than most people can finish a cup of coffee, probably coding a neural net while doing it — yet somehow still expects everyone to keep up, because if you don’t, well, you just must not be using Arch, right?","win":"Creating and maintaining a comprehensive LLM resource hub that provides a one-stop platform for learning, building, and training large language models — making AI knowledge more accessible and organized for their community."},"created":1757649173960,"type":"the thought leader","id":"hrshgdkr"},{"user":{"id":"37006048","name":"Yuriy Yatsiv","description":"Building Danguage - AI language learning app for immigrants. Previously made Google available in Ukrainian (40M users). 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His journey includes a proud milestone: making Google accessible in Ukrainian for 40 million people.","purpose":"Yuriy's life purpose is to democratize language learning through cutting-edge AI, breaking barriers for immigrants to access new opportunities and integrate seamlessly into their new homes.","beliefs":"He believes that technology should solve real user problems, not just impress with shiny features. User experience and accessibility are sacred, and persistence through the messy, imperfect process of building is the key to success.","facts":"Fun fact: Yuriy secured a massive grant from ElevenLabs—33 million credits—to boost Danguage’s AI-driven dialogue capabilities, ensuring users get the best possible language practice experience.","strength":"Yuriy's strength lies in his deep product empathy combined with technical expertise, enabling him to rapidly identify and fix critical UX issues and build robust AI language solutions tailored to immigrant needs.","weakness":"His relentless pursuit of the 'perfect app' sometimes veers into overthinking fine details, which can slow momentum and dilute focus on scaling outreach and community building.","roast":"Yuriy builds apps with the precision of a craftsman but sometimes argues more with UX quirks than with actual users—reminding everyone that perfectionism is just a polite form of procrastination.","win":"Transforming Google’s Ukrainian interface for 40 million users stands out as a landmark achievement, proving his ability to deliver tech solutions that truly make a societal impact.","recommendation":"To grow his audience on X, Yuriy should share more storytelling content weaving his personal journey, user success stories, and candid development challenges—creating relatable connections beyond just tech updates. Engaging in conversations and spotlighting immigrant voices would also amplify his thought leadership naturally."},"created":1757629386604,"type":"the thought leader","id":"yatsiv_yuriy"},{"user":{"id":"1748368763903168512","name":"ᴠɪᴄᴛᴏʀ","description":"the art of consistency.","followers_count":1904,"friends_count":867,"statuses_count":11542,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1948695962559361026/M23jrQte_normal.jpg","screen_name":"ghostingriches","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Thought Leader","description":"ᴠɪᴄᴛᴏʀ is the embodiment of consistency and strategic wisdom, delivering motivational insights and actionable advice on entrepreneurship and success. With over 11,000 tweets, Victor is deeply invested in inspiring others to earn success through effort and smart decision-making. His tweets spark engagement by emphasizing personal growth and practical steps to build a meaningful legacy.","facts":"Despite a follower count that's undefined, Victor boasts a prolific output of 11,542 tweets, showcasing his dedication to consistent messaging and thought leadership.","purpose":"Victor’s life purpose is to ignite ambition and resilience in aspiring entrepreneurs and professionals, guiding them to understand that success is a product of deliberate strategy and relentless action rather than luck or inheritance.","beliefs":"He firmly believes that success is earned, not given, and that entrepreneurship is about mastering both building and selling. Victor values clarity of strategy, personal responsibility, and delivering real value tailored to people's needs rather than empty promises.","strength":"Victor’s biggest strength is his unwavering consistency paired with sharp, motivational wisdom that encourages followers to take tangible steps toward their goals. His deep understanding of strategy and success psychology makes his content highly relatable and impactful.","weakness":"His strong focus on repetition and motivational mantras may sometimes come across as preachy or overly familiar, potentially limiting appeal to users looking for fresh or diverse content formats.","recommendation":"To grow his audience on X, Victor should diversify his content by integrating short video clips or infographics to complement his textual wisdom. Engaging more actively with key influencers and hosting live Q&A sessions could also amplify his reach and deepen follower connection.","roast":"Victor tweets enough motivational advice to launch a self-help empire, yet somehow his follower count remains 'undefined' — must be leveling up his humility skill rather than his follower count.","win":"Victor’s biggest win is his remarkable consistency, producing over 11,000 tweets that continuously motivate and educate his audience, building a strong foundation for influence through sheer persistence."},"created":1757628705302,"type":"the thought leader","id":"ghostingriches"},{"user":{"id":"1865813147308724224","name":"Dom Corso","description":"Creator Strategist | Helping you build an online business that unlocks a life you love with FreedomOS | Owner https://t.co/seUXs2RQlK","followers_count":976,"friends_count":395,"statuses_count":11573,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1958951651835789312/Mq3kxyi__normal.jpg","screen_name":"onwarddom","location":"Join 200+ Creators ➞","entities":{"description":{"urls":[{"display_url":"rideonward.com","expanded_url":"http://rideonward.com","url":"https://t.co/seUXs2RQlK","indices":[110,133]}]},"url":{"urls":[{"display_url":"domcorso.com","expanded_url":"https://domcorso.com","url":"https://t.co/7PrbJiKKEa","indices":[0,23]}]}}},"details":{"type":"The Thought Leader","description":"Dom Corso is a powerhouse creator strategist who thrives on empowering others to unlock freedom through meaningful online businesses. With a relentless work ethic and a passion for storytelling, Dom inspires followers to embrace their unique journeys and push beyond distractions. His content consistently challenges the status quo, striking a motivational chord with his audience.","purpose":"To inspire and guide individuals to build authentic businesses rooted in their personal stories, helping them achieve both creative freedom and financial independence.","beliefs":"Dom believes in the irreplaceable power of personal storytelling, the value of self-discipline over external competition, and the transformative potential of helping others scale their impact from one to many. He views mindset mastery as the foundation for success and champions personal accountability above all.","facts":"Fun fact: Despite posting over 11,500 tweets, Dom is just hitting the milestone of 300 followers on X — proving that consistency and grit beat instant gratification every time.","strength":"Exceptional consistency in engagement and content creation, a strong motivational voice that resonates deeply, and the ability to frame complex ideas into relatable, actionable wisdom.","weakness":"High tweet volume might overwhelm followers or dilute some messages, and a slower follower growth rate could challenge broader exposure if not balanced with strategic networking.","recommendation":"To accelerate growth on X, Dom should leverage more conversational threads and interactive polls to engage new audiences, collaborate with other creators aligned in his niche, and spotlight success stories from his followers to amplify community trust and presence.","roast":"Dom tweets so much, even his own followers might need an algorithm to keep up. At this rate, if storytelling were a competition, he’s already won gold in the marathon—but maybe next, try a sprint for follower count?","win":"Successfully built a dedicated core community that deeply engages with his motivational and strategic content, proving that authentic connection trumps viral moment fame."},"created":1757628151114,"type":"the thought leader","id":"onwarddom"},{"user":{"id":"2826511479","name":"roobz 🌙 🌸","description":"Cupio Dissolvi — Wife, Writer, Entrepreneur. Tweets on lifestyle, psychology, business. COO at mogul media.","followers_count":51237,"friends_count":1094,"statuses_count":29324,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1630390529086070786/yUlrEZxk_normal.jpg","screen_name":"tishray","location":"Toronto, Ontario","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"roobz.substack.com","expanded_url":"https://roobz.substack.com/","url":"https://t.co/bBXiWzWi3F","indices":[0,23]}]}}},"details":{"type":"The Thought Leader","description":"Roobz 🌙 🌸 is a powerhouse of insight weaving lifestyle, psychology, and business into thought-provoking content. As COO at Mogul Media and an avid writer, she shapes conversations with a mix of sharp observations and heartfelt reflections. Her tweets reveal a deep thinker who values authenticity and meaningful connection.","purpose":"To enlighten and inspire her audience by bridging complex psychological insights with practical lifestyle and business wisdom, fostering a community that values thoughtful reflection and growth.","beliefs":"Roobz believes in the power of authenticity, empathy, and lifelong learning. She values deep emotional connections and holds a nuanced understanding of human behavior, recognizing that beliefs—even unprovable ones like faith—can have profound benefits.","facts":"Despite tweeting over 29,000 times, Roobz’s engagement dwarfs most—her tweets effortlessly spark tens of thousands of likes and retweets, proving quality and insight beat quantity every time.","strength":"Her ability to blend personal narrative with psychological and business savvy creates content that resonates deeply and encourages meaningful engagement. She is a trusted voice for those seeking both wisdom and relatability.","weakness":"An overwhelming tweet frequency might drown out the impact of her best ideas, risking follower fatigue or missed messages in the constant stream of content.","recommendation":"Roobz should focus on strategic content curation and timing, amplifying her most impactful tweets while engaging personally through replies and threads. Leveraging X Spaces or live Q&A sessions could elevate her presence and grow an engaged community around her thoughtful discussions.","roast":"Roobz tweets so much, she could probably write a novel every week — or at least fill it with existential musings on mess in the kitchen. At this rate, her future memoir might be titled ‘The 29,324 Tweets of Roobz: Musings from the Open-Concept Abyss.’","win":"Mastering the art of creating viral, deeply relatable content that intertwines psychology, personal life, and business, establishing herself as a go-to thought leader with impactful cultural commentary."},"created":1757627881199,"type":"the thought leader","id":"tishray"},{"user":{"id":"1569444244766752771","name":"Ifedayo","description":"18 y/o SWE | Learning & building in public | Sharing experiments on marketing, growth & community.","followers_count":275,"friends_count":746,"statuses_count":1959,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1935438550301896704/Y_9yozBu_normal.jpg","screen_name":"heisifedayo","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Thought Leader","description":"Ifedayo is an 18-year-old software engineer passionate about learning and sharing insights on marketing, growth, and community-building. 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They also have a knack for sparking thoughtful conversations around complex tech and marketing topics.","weakness":"They can sometimes come across as overly self-referential (e.g., repeatedly stating 'I use NextJS'), which might limit broader appeal or make content feel repetitive. Also, relatively low amplification (retweets) suggests opportunity to boost shareability.","recommendation":"To grow their audience on X, Ifedayo should experiment with more varied content formats such as threaded deep-dives and engaging visuals, while reducing repetitive messaging. Partnering with fellow creators to co-host spaces or AMAs could also expand reach and solidify their thought leader status.","roast":"Ifedayo’s obsession with repeating 'I use NextJS' so many times probably means they think NextJS is the secret sauce to internet fame — spoiler: it's not, but hey, at least commit to the bit, right?","win":"Launching honest public experiments on marketing and community growth that generate significant discussion, showing early signs of establishing a meaningful niche despite youth and limited follower numbers."},"created":1757627830456,"type":"the thought 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SuperX
