In this episode of Lead Prompt // executing leadership from the root, host John Collins breaks down the concept of "organizational dementia", the costly reality of how companies unintentionally lose critical institutional knowledge at scale. Grounded in academic research on knowledge depreciation, John shares a raw, behind-the-scenes look at a daunting engineering challenge: successfully migrating an undocumented, 25-year-old Classic ASP and VB6 application from Windows 2003 to Windows 2019 without touching the core code. Discover how his team leveraged advanced LLMs (Claude and Gemini) as a synthetic memory layer to parse legacy syntax, resolve complex infrastructure conflicts, and bridge a quarter-century technical gap. Finally, explore the critical takeaway for technical leaders: why AI must be treated as an elite technical advisor rather than a blind substitute for foundational human systems thinking.

Show notes are here: https://leadprompt.sh/a/735-AI-Cures-Organizational-Dementia-2026w15

Keywords:

Lead Prompt, technical leadership, organizational dementia, organizational forgetting, institutional knowledge, corporate memory, legacy systems, software migration, Windows Server 2003, Windows Server 2019, Classic ASP, VB6, Visual Basic 6, technical debt, AI in software engineering, Claude AI, Google Gemini, code modernization, systems thinking, engineering management, software archeology, IT infrastructure migration