iqtoolkit journal
Field notes on AI-powered database tooling, query reliability, and privacy-first DevOps workflows.
PostgreSQL Internals Mastery Volume I is now available—a comprehensive foundation covering PostgreSQL architecture, memory management, storage, transactions, and durability. Learn how PostgreSQL really works at a systems level.
iqtoolkit-analyzer v0.2.6 is now live, bringing more stability and better UX for AI-powered database analysis across PostgreSQL and MongoDB. This release continues the path toward a smarter co-pilot for DB performance tuning and query optimization.
Complete your optimization journey by detecting hidden index bloat with pgtools, understanding wasted space, and implementing safe recovery strategies.
Validate fillfactor changes, troubleshoot why HOT updates still lag, and master advanced strategies to optimize your PostgreSQL update workloads.
Learn what PostgreSQL HOT updates are, why they matter, and how to use iqtoolkit/pgtools to generate fillfactor recommendations as actionable SQL.
Use AI to accelerate, not to fake capability. Understand first, refine critically, and own the outcome.
If you're managing infrastructure today, you aren't just running PostgreSQL. You're running PostgreSQL, MongoDB, Redis, and more. Yet our tools remain siloed. Here is why iqtoolkit is different.
After more than 10 years as a database professional, I built iqtoolkit to solve one problem: freeing DBAs from manual correlation hell so we can focus on what we actually want to do—architecture, automation, and engineering.