Get live statistics and analysis of initlayers's profile on X / Twitter
21 UG • LLMs + MLOps + Anything Tech • I don't shitpost, I shit-reply • Trying to build a small, focused circle here on X - Feel free to connect
543following648followers
The Achiever
initlayers is a driven and focused tech enthusiast balancing academic excellence with real-world MLOps and LLM projects. Relentless in pursuit of growth, they build a concentrated network on X while showcasing their progress and commitment. Their journey is a masterclass in juggling ambitions and community building with a mission-driven mindset.
For someone who 'doesn't shitpost but shit-replies,' your timeline must look like the world’s most intense book club – because if brevity was the soul of wit, yours is the Wikipedia entry on canines. Maybe throw in a meme every once in a while just to remind us all you have a sense of humor buried under all that code and deadlines.
Bulked up their follower count from 250 to nearly 470 in just a few months with pure substance and steady progress, all while smashing intense academic projects and self-driven open-source AI innovations.
To master cutting-edge AI and MLOps technologies while building a meaningful, focused network that supports their academic and professional growth, ultimately becoming a skilled ML Engineer who contributes impactful open-source projects.
They believe in disciplined hustle, continuous learning, and the power of a small but engaged community. Success comes through dedication, clear goal-setting, and genuine connections rather than broad but shallow popularity. Transparency and consistent effort over time trump gimmicks or casual engagement.
Unmatched discipline and time-management, strong technical knowledge of LLMs and MLOps, and a clear focus on goals that reflect in genuine audience growth and project completion even under academic pressure.
Can be too intense or rigid, potentially burning out due to high self-expectations and juggling multiple high-stakes priorities simultaneously; might also limit audience reach by focusing too narrowly and avoiding lighter, viral content.
Leverage detailed insights and valuable tech content by threading deep dives or tutorials on LLMs and MLOps; engage more consistently with trending tech discussions and tag key influencers to widen reach without diluting their focused brand; and sprinkle in occasional personal or motivational posts to humanize the profile.
Fun fact: initlayers doesn’t just post; they ‘shit-reply’ — meaning they prefer thoughtful, deep replies over casual or empty tweets, embodying quality over quantity in interactions.
What the actual fak. @cneuralnetwork -- this guy inspired me to start posting on X. Not many people know that my account name itself is inspired by his. So it took him 131 days for him to notice me. Not bad. Hope it's not a mistake 😭
Thanks to @sharpeye_wnl and @TanayVasishtha for sponsoring my Premium. All the best to you guys as well 🫂
Got my blue tick within 6 minutes of payment, which is super fast! Feels like I'm on the right path after all.
As part of refactoring my account, I removed around 25 followers who were basically bots. Not sure if that's the best move algorithmically, but I hope to build a genuine community that engages and responds.
Since I have a month of these benefits, I'll try to engage more, post consistently, and learn from you all. Reach is pretty rough right now, but I'll focus on adding value.
Usually, people post a picture of their X subscription in their first post, but I'm attaching a picture of my current analytics instead. So that whenever I look back at this post, it reminds me to work even harder and add even more value.
Hopefully one day, I won't need a blue tick beside my name for my posts to reach people 😃
Thanks to @sharpeye_wnl and @TanayVasishtha for sponsoring my Premium. All the best to you guys as well 🫂
Got my blue tick within 6 minutes of payment, which is super fast! Feels like I'm on the right path after all.
As part of refactoring my account, I removed around 25 followers who were basically bots. Not sure if that's the best move algorithmically, but I hope to build a genuine community that engages and responds.
Since I have a month of these benefits, I'll try to engage more, post consistently, and learn from you all. Reach is pretty rough right now, but I'll focus on adding value.
Usually, people post a picture of their X subscription in their first post, but I'm attaching a picture of my current analytics instead. So that whenever I look back at this post, it reminds me to work even harder and add even more value.
Hopefully one day, I won't need a blue tick beside my name for my posts to reach people 😃
What the actual fak. @cneuralnetwork -- this guy inspired me to start posting on X. Not many people know that my account name itself is inspired by his. So it took him 131 days for him to notice me. Not bad. Hope it's not a mistake 😭
Building wealth, mindset & muscle || Mission: Empower 10M to break free financially || Get millionaire habits delivered—subscribe to my free newsletter
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Not many people know that my account name itself is inspired by his. So it took him 131 days for him to notice me. Not bad. Hope it's not a mistake 😭 https://t.co/XPKGrTUTOH","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":[0,294],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984605184753090645","view_count":2911,"bookmark_count":8,"created_at":1762001722000,"favorite_count":74,"quote_count":0,"reply_count":7,"retweet_count":0,"user_id_str":"1935724547451547649","conversation_id_str":"1984605184753090645","full_text":"October 2025 Rewind:\n\n> Studied CNNs\n> Did two submissions for SIH (many sleepless nights)\n> Participated in two more hackathons\n> Started LLMs and MLOps\n> Finished a RAG project\n> Got gifted a premium account X\n> Grew from 250 to 460 followers\n\nHonestly, this month wasn't anything special. But I learnt a lot in the process. I am more serious now about building on X and sharpening my skills. 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Kevin also appreciates quality and attention to detail, evident in his standards for everything from branding to the water he drinks.","facts":"Fun fact: With 32,540 tweets, Kevin’s Twitter activity rivals a mini-library, showing his dedication to consistent engagement and thought leadership online!","strength":"His strengths lie in his strategic business acumen, authentic communication style, and ability to translate complex ideas into relatable, actionable advice that resonates deeply with his audience.","weakness":"Kevin’s high frequency of tweeting can sometimes dilute the impact of his most valuable insights, and his sharp critiques might occasionally polarize followers who prefer softer tones.","recommendation":"To grow his X audience, Kevin should leverage more multimedia content like short videos or Twitter Spaces to complement his text-heavy tweets and foster real-time engagement. Highlighting personal stories intertwined with his business wisdom could also deepen emotional connections and amplify his reach.","roast":"Kevin tweets more than a caffeinated Squirrel on espresso—if there was an Olympic sport for hitting 'tweet' 32,000 times, he'd gold medal before breakfast. Just remember, less sometimes means more, but hey, who needs brevity when you have stamina?","win":"Kevin is the only CMO known to have successfully rebranded three public companies, proving his expertise isn’t just talk—it’s a proven game-changer in the business world."},"created":1763279583978,"type":"the achiever","id":"camp4"},{"user":{"id":"38785623","name":"Steve · Millionaire Habits","description":"Building wealth, mindset & muscle || Mission: Empower 10M to break free financially || Get millionaire habits delivered—subscribe to my free newsletter","followers_count":332762,"friends_count":85,"statuses_count":38634,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1659270243968057344/ozeSVnoO_normal.jpg","screen_name":"SteveOnSpeed","location":"Join 38,000+ people on 👉","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"millionairehabits.us","expanded_url":"https://millionairehabits.us","url":"https://t.co/uBoqlFmA64","indices":[0,23]}]}}},"details":{"type":"The Achiever","description":"Steve is a powerhouse focused on wealth-building, mindset mastery, and physical fitness. With a mission to empower 10 million people financially, he shares practical millionaire habits through his prolific tweet output and free newsletter. His content is a mix of tough love and actionable advice designed to elevate his audience beyond societal norms.","purpose":"Steve’s life purpose is to break down the barriers to financial freedom for as many people as possible by promoting disciplined habits, strategic career choices, and a holistic approach to personal success.","beliefs":"He believes that wealth is rooted in deliberate choices—choosing the right career, curating your social circle, and marrying wisely. Steve values discipline, financial literacy, and the rejection of societal rules that limit potential. He firmly upholds the idea that mindset and environment shape your ability to succeed.","facts":"Fun fact: Steve has tweeted over 38,000 times, showing relentless commitment to spreading his millionaire mindset daily, proving that consistency is a key millionaire habit itself.","strength":"His biggest strengths are his discipline, clarity of mission, and ability to distill complex financial and life principles into bite-sized, actionable tweets that inspire his audience to make radical changes.","weakness":"Steve’s no-nonsense, high-expectations style can come across as harsh or alienating to those who are not yet ready to adopt his rigorous standards, potentially limiting engagement from a broader audience.","roast":"With over 38,000 tweets, Steve’s keyboard probably needs a millionaire budget for repairs by now—either that or he’s single-handedly keeping Twitter’s server farm warm with all that fiery content.","win":"Building a loyal community around the mission to empower 10 million people financially and turning personal millionaire habits into an accessible mindset blueprint is Steve’s biggest achievement so far.","recommendation":"To grow his audience on X, Steve should leverage more interactive content such as Q&A threads or live spaces to humanize his tough-love brand. Sharing personal stories behind his rules with vulnerability could broaden his appeal without diluting his core message."},"created":1763279525807,"type":"the achiever","id":"steveonspeed"},{"user":{"id":"164178031","name":"Marcus Dennis","description":"“I’m still here ‘cause somebody prolly prayed for me.” I believe in miracles because I am one #CancerSurvivor #amputee #FuckCancer","followers_count":2952,"friends_count":1941,"statuses_count":210263,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1953129108692713475/0flkuQK4_normal.jpg","screen_name":"DamnNearWhite","location":"CA sunshine in my veins","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"calicream.bigcartel.com","expanded_url":"http://www.calicream.bigcartel.com","url":"https://t.co/TjaYzaUHxN","indices":[0,23]}]}}},"details":{"type":"The Achiever","description":"Marcus Dennis is a resilient and inspiring individual whose story of overcoming cancer and amputation fuels his drive to share hope and authenticity. With a genuine voice amplified by his faith and personal experiences, Marcus connects deeply through candid storytelling and motivation. His prolific tweeting habit showcases a tenacious spirit dedicated to encouragement and real-talk on life's challenges.","facts":"Fun fact: Marcus has tweeted over 210,000 times, proving that persistence isn’t just a mindset—it’s a lifestyle.","purpose":"Marcus’s life purpose is to embody and spread resilience and hope, demonstrating through his journey that miracles do happen and encouraging others to face their struggles with courage and faith.","beliefs":"He believes deeply in the power of prayer, miracles, and the strength that comes from vulnerability and sharing one’s story to uplift others facing hardship.","strength":"His greatest strengths lie in his unwavering perseverance, authenticity, and ability to connect emotionally with his audience by sharing raw and relatable content.","weakness":"At times, Marcus’s high tweet volume could overwhelm his key messages, potentially diluting the impact of his most important stories.","recommendation":"To grow his audience on X, Marcus should leverage thread storytelling to group his powerful life lessons into digestible, impactful narratives, and engage more actively with followers’ responses to deepen his community bonds.","roast":"Marcus tweets so much, he’s probably got more posts than a belletristic novel—and just like a bestselling saga, sometimes you wonder if you’re advancing the plot or just scrolling through the footnotes.","win":"His biggest win is not just surviving cancer and amputation, but transforming that victory into a beacon of hope for thousands, reaching millions with his courage and faith."},"created":1763267553239,"type":"the achiever","id":"damnnearwhite"},{"user":{"id":"18246308","name":"Lawrence | SwolLyfe","description":"Co-Founder of Swol Lyfe™️ and @swollyfe $SWOL","followers_count":19862,"friends_count":8813,"statuses_count":92944,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1956542749823430656/7C9yjO4e_normal.jpg","screen_name":"_TrueVoodoo","location":"Join the Swol Army","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"swollyfe.com/pages/pre-work…","expanded_url":"https://swollyfe.com/pages/pre-workout","url":"https://t.co/4MLacfoMev","indices":[0,23]}]}}},"details":{"type":"The Achiever","description":"Lawrence, aka SwolLyfe, is a relentless fitness enthusiast and co-founder of Swol Lyfe™, who embodies grit and determination with every tweet. His content is a mix of motivational mantras and authentic fitness milestones, inspiring his audience to push their limits. With nearly 93,000 tweets, he’s clearly not just about talking the talk but walking the walk daily.","purpose":"To inspire and empower individuals to transform their bodies and lives through consistent effort and healthy habits, demonstrating that true achievement comes from persistence and resilience.","beliefs":"Lawrence believes that self-discipline, incremental progress, and transparency about struggles are key to long-term success. He values authenticity and hard work over quick fixes, fostering a community that champions dedication and real results.","facts":"Fun fact: Lawrence has tweeted over 92,944 times, proving that his commitment to sharing his journey and motivating others is as relentless as his workouts!","strength":"His incredible consistency and genuine storytelling create an authentic and motivational brand that resonates deeply with fitness communities. He’s also highly transparent about failures and achievements, which builds trust and engagement.","weakness":"With an intense volume of tweets and a strong focus on numbers and progress, sometimes his messaging might feel repetitive or overly technical, potentially limiting appeal to casual followers or newcomers.","roast":"Lawrence tweets so much you’d think he’s trying to single-handedly break the internet instead of just breaking a sweat—maybe take a rest day from the keyboard once in a while, champ!","win":"Successfully lost over 50 pounds while gaining muscle, openly sharing the challenges and triumphs, showcasing real transformation and inspiring his audience to pursue their own fitness goals.","recommendation":"Focus on creating more varied content formats like short videos or live Q&A to complement the frequent tweets, which can boost engagement and make his message more digestible for new followers. Tie each motivational tweet with a personal story or actionable advice to deepen connection."},"created":1763250210390,"type":"the achiever","id":"_truevoodoo"},{"user":{"id":"1888084552666533888","name":"Devesh Chandra","description":"I build good shit. Checkout https://t.co/WhtTHKb1cF","followers_count":81,"friends_count":136,"statuses_count":2645,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1888085458086748160/_JJsa5cc_normal.jpg","screen_name":"deveshru2712","location":"","entities":{"description":{"urls":[{"display_url":"lockdin.in","expanded_url":"https://lockdin.in","url":"https://t.co/WhtTHKb1cF","indices":[28,51]}]},"url":{"urls":[{"display_url":"github.com/deveshru2712","expanded_url":"https://github.com/deveshru2712","url":"https://t.co/1rQ0hFEIOE","indices":[0,23]}]}}},"details":{"type":"The Achiever","description":"Devesh Chandra is a relentless builder and coder, passionately contributing to open source and sharpening his skills with focused goals. 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Also, those winter goals sound like a starter pack for turning 'just tired' into 'just hired'—just don’t forget to upgrade from 'fries my brain' to 'feeds my brain' tweets!","win":"One of Devesh’s biggest wins is his consistent open source contribution to projects like @usepatterncraft — proving he’s not just talking the talk but building and giving back to the community in meaningful ways."},"created":1763243016004,"type":"the achiever","id":"deveshru2712"},{"user":{"id":"2765139171","name":"Vince Rodriguez","description":"Be who you are, not who you’ve been. 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Also, his follower count is undefined, indicating that despite his dedication, he might struggle with reaching a broader audience.","roast":"If enthusiasm burned calories, Vince would be a fitness model by now—too bad his tweets are so motivationally dense, you might need a dictionary just to keep up with the self-help jargon marathon!","win":"Successfully maintaining a rigorous personal development routine that includes reading at least a dozen books annually and turning those insights into daily motivational posts.","recommendation":"To grow his audience on X, Vince should mix his inspiring content with interactive formats like polls or threads asking followers about their favorite books and growth habits. Using relevant hashtags around reading, motivation, and personal development will also boost visibility and engagement."},"created":1763242038436,"type":"the achiever","id":"vincereadsbooks"},{"user":{"id":"20708840","name":"Erik Hoffman","description":"CTO at @Clipsource. \nExpert in streaming media & ads. \nTech, food and wine lover.","followers_count":2140,"friends_count":3230,"statuses_count":124862,"profile_image_url_https":"https://pbs.twimg.com/profile_images/935524058766159872/9rf8sXRU_normal.jpg","screen_name":"lillerik","location":"Stockholm, Sweden","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"clipsource.com","expanded_url":"https://clipsource.com","url":"https://t.co/1emJ7ezEqN","indices":[0,23]}]}}},"details":{"type":"The Achiever","description":"Erik Hoffman is a tech-savvy CTO with a sharp expertise in streaming media and ads, blending his professional acumen with a passion for food and wine. His prolific tweeting reflects a drive to share insights and personal experiences, engaging both industry followers and lifestyle enthusiasts. Erik embodies a balanced mix of industry knowledge and relatable storytelling.","purpose":"To lead and innovate in the streaming and tech space while building a meaningful digital presence that connects professional expertise with personal passions, inspiring followers to appreciate both technology and life's finer pleasures.","beliefs":"Erik values technological advancement, reliability, and quality experiences—whether it’s in media streaming or the simple joy of savoring good food and wine. He believes in transparent communication, as shown by his candid sharing of personal tech frustrations and triumphs.","facts":"Despite tweeting over 124,000 times, Erik’s engagement shows he’s more valued for quality and relevance than volume. His deep knowledge as a CTO shines through in tweets discussing tech, streaming, and real-world internet challenges.","strength":"Erik’s strength lies in his authentic voice that merges expert tech insights with everyday life moments, making complex topics relatable. His high tweet count showcases remarkable dedication and persistence in engaging his audience.","weakness":"With no clear follower count and some tweets receiving zero views, Erik might be underleveraging his vast content to grow his audience more effectively, perhaps due to scattered or inconsistent targeting.","roast":"Erik’s tweet count is so high, even his coffee needs a coffee break just to keep up. At this rate, he might accidentally stream his entire life instead of just the media!","win":"Successfully holding a CTO role at Clipsource while maintaining an active and multifaceted social media presence that highlights both professional insights and personal lifestyle in a competitive digital world.","recommendation":"Erik should leverage thread-based storytelling on X that ties his tech expertise with personal anecdotes—like his Starlink experience—to boost engagement. 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