AI Engineering
Invariants in AI-Generated Code: What LLMs Can't Infer
Dipankar Sarkar explains why unwritten invariants are the primary source of AI-generated defects. How to make implicit constraints explicit for production-ready AI-assisted development.
8 min read
AI Engineering
Production-Ready AI-Assisted Development: The Vibes Inside Guardrails Framework
Dipankar Sarkar explains how to use AI code generation in production systems. The Vibes Inside Guardrails framework for capturing AI productivity while maintaining reliability.
7 min read