AI Agents

How One Enterprise Backend Team Rebuilt Their Agentic Testing Strategy Using Property-Based Testing (And Why Traditional Integration Tests Were Dangerously Blind)

AI Agents

How One Enterprise Backend Team Rebuilt Their Agentic Testing Strategy Using Property-Based Testing (And Why Traditional Integration Tests Were Dangerously Blind)

It started with a post-mortem that nobody on the team wanted to write. A customer-facing AI agent, deployed by a mid-sized fintech company, had been silently routing support ticket escalations to the wrong queues for eleven days before anyone noticed. The integration test suite had passed with flying colors. The

By Scott Miller
A Beginner's Guide to AI Agents That Take Action on Your Behalf: What Enterprise Backend Teams Need to Understand About Tool Use, Permissions, and Why "Just Let It Run" Is Never a Safe Default

AI Agents

A Beginner's Guide to AI Agents That Take Action on Your Behalf: What Enterprise Backend Teams Need to Understand About Tool Use, Permissions, and Why "Just Let It Run" Is Never a Safe Default

Not long ago, AI in the enterprise meant a chatbot answering FAQs or a model summarizing a document. The human was always in the loop, always clicking "send," always making the final call. That era is effectively over. In 2026, AI agents are writing code, querying databases, sending

By Scott Miller
Vector Databases vs. Graph Databases for Agentic Memory Persistence: Which Architecture Should Enterprise Backend Teams Standardize On Before Q3 2026?

Vector Databases

Vector Databases vs. Graph Databases for Agentic Memory Persistence: Which Architecture Should Enterprise Backend Teams Standardize On Before Q3 2026?

There is a quiet architectural crisis unfolding inside enterprise backend teams right now. As agentic AI workloads accelerate into production, the question of how agents remember things has gone from a theoretical design concern to a live infrastructure emergency. According to recent benchmarks published by mem0.ai in early 2026,

By Scott Miller