Planned article · 01Backend Meets AI
Structured Outputs Are Not Correct Outputs
Why valid JSON is only the start, and where deterministic business rules belong in an AI workflow.
AI EngineeringCorrectness
Writing
Technical writing on backend engineering, AI, and building reliable systems.
I write about real engineering problems, practical solutions, and lessons learned from building and operating systems.
Backend Meets AI
Practical notes on bringing backend engineering discipline to AI applications.
Planned article · 02Backend Meets AI
When an AI Agent Calls the Same Tool Twice
A backend engineer's look at idempotency, retries, and duplicate side effects in agentic systems.
Backend EngineeringReliability
Planned article · 03Backend Meets AI
From JUnit to LLM Evaluations
How familiar testing instincts can shape practical, repeatable evaluation for AI applications.
TestingAI Engineering
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