My Writings:

A collection of hands-on technical writeups, engineering observations, and reflections on software development, drawn from real-world experience.

Building AI for High-Consequence Environments

July 21, 2026

A reflection on how working in high-consequence environments has shaped my perspective on enterprise AI. It explores why governance, guardrails, and human oversight are just as important as capability, and how platforms like ServiceNow are embedding these principles into modern AI development.

As I continue growing as a developer, I’ve realized that software engineering is rarely just about writing code. It’s about understanding how interconnected systems behave under real-world conditions, especially when things don’t go as expected.

This writeup documents an end-to-end examination of SQL injection vulnerabilities in a controlled lab environment, including intentionally creating insecure database queries, exploiting those flaws to demonstrate real-world impact, and implementing appropriate patches to eliminate the vulnerability. Exploitation is used as a learning tool to reinforce secure development principles and highlight the importance of remediation.