
Bits & Pretzels is not a typical industry conference. It is a place where founders, investors, and entrepreneurs meet – often with a specific plan, sometimes with a question that only takes shape during the conversation.
Christian Mader was there for Perelyn, to have exactly those conversations. How do companies deploy AI when they don't have their own research department? What is the difference between an AI prototype and a system that actually works in daily operations? And what role do data, infrastructure, and strategy play on the way there?
For us, Bits & Pretzels is a barometer. It shows which questions are actually on the minds of the startup and investor community – and where our work connects. Not every conversation leads to a project. But every good conversation shifts the perspective.
Munich remains an important location for Perelyn and a natural hub for the exchange between technology and entrepreneurship.
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Liliya Imasheva presented a validation pipeline for evaluating AI summaries at Conf42 Large Language Models 2026.
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At the IOCMA 2026 conference, Perelyn presented our method, which transforms graph data such as supply chains or networks so that AI models can learn more reliably from it, even over long distances.