Every AI problem you chase (hallucinations, wrong answers, poor retrieval) traces back to the IA projects you never funded.

How the conversational nature of podcasts replaces journalistic scrutiny with unvetted speculation, altering accountability standards.

Single-turn scores overstate reliability—regressions, not missing features, are the real bottleneck.

Design readable, stable URLs and choose correctly between route paths, query parameters, and fragments in modern web applications.

Building a Swamp Workflow reduced real world token usage of an AI Agent by 8x and improved execution time by 2x.