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A research-grounded conversation for L&D and HR leaders on what actually drives AI skill development featuring learning science researcher and Scholé co-founder Vinitra Swamy, hosted by LearnChamp on Thursday, May 28, 2026.

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What this session is about

For the last 30 years, L&D was essentially a publishing operation. You built a course like a book, spent months creating it, and pushed it to the LMS. AI is replacing that model – not by removing human judgement, but by removing the bottleneck around it.

But faster content production is only part of the shift. The deeper question – the one Vinitra Swamy has spent a decade researching – is whether the learning itself actually works. What does it take to build real AI capability in an organisation, at scale, for every employee regardless of their role, background, and experience?

Key takeaways

• The one-size-fits-all model was never effective and AI makes something better possible. Vinitra opened with Benjamin Bloom's two-sigma problem: students with one-on-one tutoring consistently outperform those in conventional classroom settings by two standard deviations. "The promise of what AI can achieve is to do this kind of one-on-one tutoring on the scale of hundreds of thousands of employees." Until now, the technology to actually deliver this did not exist.

• Generic AI courses have a 90% dropout rate for a reason. Platforms like Coursera, edX, and Udemy are structurally unable to solve this problem: content isn't meeting learners exactly where they are. The same motivation keeps appearing in user research — content wasn't relevant enough, or learners only cared about two weeks of a ten-week course but had no way to get there without sitting through everything else first.

 Watch the recording to find out how Scholé's learning engine solves this in practice – and what their first pilots actually measured.  

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What is Scholé?

Scholé is an agentic AI learning platform built on a decade of academic research in machine learning and education. Unlike generic AI courses, it personalises learning at the individual level – adapting to each learner's role, the tools they actually use, and the tasks they do every day.

Launched publicly in 2026, Scholé hit Product Hunt's #1 spot on launch day and is already trusted by learners across 100+ organisations in 20+ countries.

Who is Vinitra Swamy?

Vinitra Swamy is co-founder & CEO of Scholé and one of the
first PhD graduates from EPFL's Machine Learning for Education Lab – one of Europe's leading research centres at the intersection of AI and education and has published over 40 peer-reviewed papers on personalised learning.

What makes Vinitra's perspective rare is that she has spent a decade studying how people actually learn before building a product around it. Scholé is that research made practical – and Forbes named it the #1 way to master AI agents in 2026.

Want to bring AI-native learning to your organisation?

If this session raised questions about your current AI upskilling approach, or sparked ideas about what learning could look like for your team, we'd love to have a conversation.

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