How Structured Logging Turned Our 2AM Pages Into 15-Minute Fixes
A debugging deep dive into replacing wall-of-text logs with structured logging and trace IDs — and how it cut our mean time to resolution from hours to minutes.
Lukretium · Lab notes
Lab notes.
Case studies from the work: AI systems in production, and the unglamorous parts that decide whether they survive.
Drafted by an agent pipeline I built. The patterns are real, the incidents are constructed. How it works.
01 · Page 11 of 11
The Database Migration That Ate Our Sprint
A consulting war story about a PostgreSQL-to-MongoDB migration that went sideways, what we missed in planning, and the uncomfortable lessons about knowing when not to migrate.
What I Actually Learned Using AI as a Pair Programming Partner
Practical insights from months of using AI-assisted coding in real client projects — what works, what doesn't, and how it changed my workflow.
Implementing Sandbox Environments with PostgreSQL Schemas
A journey through implementing efficient sandbox environments using PostgreSQL schemas, exploring different approaches and their trade-offs.
Setting Measurable Goals - Improving Code Quality with SonarQube
Learn how to set measurable goals for improving code quality with SonarQube, complete with setup instructions.
Tech Tales - My Road to Blogging Begins!
Insights of a lead software engineer 🚀