#Technical Debt

Articles about Technical Debt — exploring patterns, best practices, and real-world implementations in production systems.

1 post tagged with technical debt. ← All posts

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Pratik Dhanave · ·15 min read

Evolutionary Architecture and Technical Debt

Architecture is never finished. This post is about designing systems for the change you know is coming, guarding the characteristics you care about with automated fitness functions, and treating technical debt as an ongoing budget rather than a someday-rewrite.

Architecture is never done: evolutionary architecture and fitness functions that guard characteristics in CI, technical debt done right (deliberate vs reckless, managing the interest), and incremental strangler-fig migration instead of the doomed big rewrite.

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.