TIL

Short things I have learned — snippets, discoveries, and quick explanations.

Prompt Thesaurus: 50 Action Verbs for Better LLM Outputs

When you open a prompt with a strong, specific verb, you’re basically flipping the model into the right “mode” before it starts thinking. Below is a breakdown of our 50 verbs grouped by Reasoning, Transformation, and Creative Generation, each with a

  • prompt
  • LLM

Prompt Engineering That Actually Works

Good prompts are clear, constrained, contextual, and testable. You don’t need tricks—just a simple process you can reuse and iterate. If you’ve been stacking “secret hacks,” breathe. Great prompts feel like great product briefs: short, opinionated, a

  • ai
  • prompt

React Router & Vercel AI SDK Starter

tl;dr - Check out this fun starter repo: https://github.com/tech-with-seth/tws-ai-starter The React Router 7 & OpenAI Quickstart represents a compelling evolution in how we approach AI-integrated web applications. This starter template demonstrates a

  • react-router-7
  • ai-sdk