Tokenize Before You Prompt: LLM Insights Without Exposing Data
Swap data for abstract tokens before calling an LLM, then detokenize the response. You get AI-powered insights while the real data never leaves your server.
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Writing on web development, security, and building LinkRail Analytics.
Typed & Testable Views in PHP
Replace loose template variables with typed PHP view classes that enforce contracts between controllers and views, compose like React components, and unit test without booting a framework.
A New Codebase Every Morning
AI can build a feature in an afternoon that used to take a week. That's great, but that speed comes with a cost, and it is not just in the code.