When AI Writes the Code, Who Verifies the Logic?

Rahul Mohan

Rahul Mohan

Product Manager

Digitap.ai

Track: Enterprise Java
Session Type: Lightning Talk

What happens when a non-developer uses AI to build a mission-critical financial verification engine, reverse-engineers transaction formats across 22 banks, and tests it against 69,000+ real transactions?

This talk shares the unfiltered story of building a production transaction verification pipeline with AI coding tools — and the crucial realization that while AI can generate syntactically correct code effortlessly, validating the underlying domain logic and edge cases remains the real challenge.

Key takeaways:

  • Where AI-generated code excels and where domain assumptions silently break
  • Practical techniques for designing verification suites and fraud-detection logic
  • The evolving role of engineers and product managers in an AI-assisted development era