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building AI/ML systems @ tensorvalley.com. 🎄 let's meet at NeurIPS '25. interests: small models, continual learning, training infra, RLVR, AutoML
746following948followers
The Innovator
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.
Fred’s so deep into automating AI that if brainstorming was a sport, they’d have already built a bot to do it—and probably outsourced the emotional stress of debugging to it too. Just don’t ask Fred to take a ‘dpsy break’—it sounds suspiciously like an AI addiction in recovery!
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.
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.
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 technology’s potential.
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.
Sometimes Fred’s 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.
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.
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 optimizer—talk about turning AI from a timid chick into a flying eagle!
first day at @aiDotEngineer world fair’s a wrap.
- met so many energetic builders
- people have more answers than last year
- there are some really cool companies kicking off/coming out of stealth. the field is thriving
- really enjoyed Suman Debnath’s ColiPali workshop
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