AI Engineering
Defence in Depth for AI Agents: Kill Switches, Circuit Breakers, and Control Layers
Dipankar Sarkar explains defence in depth for AI agents in financial services. The Five-Layer Control Framework and Kill Switch Architecture for production AI safety.
9 min read
AI Engineering
AI Agent Safety: The Substrate Pattern for LLM-Powered Systems
Dipankar Sarkar explains the Substrate Pattern for AI agent safety. How to build execution envelopes that constrain LLM-powered systems while preserving their capabilities.
7 min read
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