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Exploring software development, AI-assisted workflows, design systems, and modern best practices.

Testing Production AI Apps: Two-Tier Strategy for LLM Function Calling

How to build reliable automated tests for non-deterministic AI systems using a two-tier approach: deterministic validation for CI/CD and AI judges for quality assessment.

December 11, 2025 11 min read

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Spec-Driven Development: Augmenting Modern Software Practices with AI

How to combine traditional best practices like TDD with AI-assisted development tools to improve estimation, reduce over-engineering, and set better expectations.

December 4, 2025 6 min read

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