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NNIT and STAR present how AI can help recover, understand and renew knowledge embedded in decades of public sector code and complex systems. The presentation covers NNIT's Lumina solution and its use of artificial intelligence across the development lifecycle, from analysis and documentation of existing systems to implementation and testing of new solutions.