Stop Shipping AI Agents Without Intent-Based Chaos Testing
Your AI agent passes every test—then causes a production outage. Here is the testing framework that catches confident incorrectness before users suffer.
Your AI agent passes every test—then causes a production outage. Here is the testing framework that catches confident incorrectness before users suffer.
Introduction: Why pg_upgrade Best Practices Matter for PostgreSQL DBAs Major version upgrades are where PostgreSQL environments are most exposed. In my experience, routine backups and minor updates rarely cause drama, but a major jump to PostgreSQL 16 or 17 is… Read More »Top 7 Best PostgreSQL pg_upgrade Practices for Smooth Major Version Migrations
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Introduction: Why pgBouncer Transaction Pooling Matters When I first started scaling PostgreSQL for chatty, high-concurrency applications, my biggest surprise was how quickly connections became the bottleneck. Each heavyweight PostgreSQL connection eats memory and CPU, and thousands of short-lived connections can… Read More »How to Tune pgBouncer Transaction Pooling for PostgreSQL at Scale