Most firms are experimenting with AI. Few are operationalizing it in ways that move engineering throughput, modernization speed, and exit readiness. An off-the-record conversation – operators and CTOs, no slides – covering:

• Compressing release cycles from 21 months to under 10, and modernizing legacy platforms in parallel at lower cost
• AI arbitrage replacing services arbitrage, and what production-grade AI agents look like inside regulated engineering      environments
• The real constraint – tech, talent, or operating model – and where PE firms should place their first AI-led engineering bet across the portfolio than expense.