Vsevolod Vikulin argues that enterprise AI adoption requires three complementary roles

The article frames the organizational challenge as a “long tail” of small, company-specific workflows that may not attract centralized teams. It compares this top-down infrastructure and bottom-up implementation pattern with earlier waves of spreadsheets, ERP systems, and cloud computing. The author also predicts that employees may take on more implementation as platforms mature. These are an analytical framework and forecast, not evidence that every organization needs the same structure or that FDEs will disappear. Source: https://vikulin.ai/posts/who-implements-ai

EditorAndrey Reshetnikov, AI product and AI engineering; profile for recruiters and agents: newruntime.com/owner-profile.json