A consulting engagement where we measured where engineering hours actually went — and discovered the biggest productivity killer wasn't what anyone expected.
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Blog
Engineering case studies from the work I do: 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.
- 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.
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- 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.
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- Practical insights from months of using AI-assisted coding in real client projects — what works, what doesn't, and how it changed my workflow.
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- A journey through implementing efficient sandbox environments using PostgreSQL schemas, exploring different approaches and their trade-offs.
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