Aditya Mugali is a serial machine learning-focused founder and the former CTO of Lightbox, which was acquired by Fyllo. He now leads all technology development at Assembly Industries and advises early-stage startups on ML architecture and product strategy. Aditya's background in building ML-driven products from the ground up through acquisition-scale growth gives Assembly its technical edge — specifically the ability to design AI agents that go beyond keyword matching to deliver semantic intelligence, multilingual conversational automation, and deep ATS, HRIS, and ERP integrations. His engineering philosophy centers on composable, compounding infrastructure: each automation project shares foundations with the last, so every deployment for US enterprise clients ships faster and operates more reliably than the one before.