Classifyre Engineering Blog
Architecture, workflow, and delivery notes in the same design language as the core app shell.
Workflow Debt Is Worse Than Technical Debt
Structural process debt compounds across teams and outlives most code debt.
Nov 10, 2025product-managementtechnical-debt
Read articleAPI-First Design and the Consumer-Last Trap
API quality is defined by consumer outcomes, not by specification purity.
Sep 10, 2025apisoftware-architecture
Read articleAI-Generated Unit Tests Are Making Your Code Worse
Coverage metrics rise while validation quality declines when tests are generated without intent.
Aug 31, 2025ai-testingcode-quality
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