Why IP Rate Limiting Starts with Proxy Trust
How a trusted proxy allowlist protects an IP rate limiter, why forwarded headers need validation, and what application tests cannot prove.
testing
Where LLM Responsibility Ends
How a maintenance request generator separates model-written text, user requests, and rules the application enforces with ordinary code.
When a Contract Test Knows Too Much
How LLMs can accelerate contract-test overengineering and why observable behavior matters more than implementation details.