iqtoolkit journal

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Field notes on AI-powered database tooling, query reliability, and privacy-first DevOps workflows.

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less than a minute read

🚀 New Release: iqtoolkit-analyzer v0.2.6

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.

releasepostgresqlmongodbdatabase performanceaidevtoolsquery optimizationdatabase analysisperformance tuning
By Giovanni Martinez
8 min read

AI: How to Use It and How Not to Use It

Use AI to accelerate, not to fake capability. Understand first, refine critically, and own the outcome.

aiauthenticitycareerengineeringethics
By Giovanni Martinez
2 min read

The Modern Stack is Polyglot. Why are our tools still siloed?

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.

database-engineeringpostgresqlmongodbsredevopsarchitecture
By Giovanni Martinez

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