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  1. You have written a prompt.

  2. Structured Data with Effect

    Suppose we are building a web app that generates AWS EventBridge rules.

  3. A user submits a question, and somewhere in our program LanguageModel.generateText sets off to fetch the answer.

  4. Temperature with Effect

    Suppose we're building a brainstorming machine.

  5. System Prompts with Effect

    Suppose we are building a math tutor chatbot.

  6. Before we build anything of consequence, you must internalise an inconvenient truth: the Claude API remembers nothing.

  7. Here is an LLM request written with the Anthropic SDK the way most TypeScript developers would. const client = new Anthropic({ apiKey: process.env.ANTHROPIC_API_KEY!

  8. The problem with using LLM Judges is that it's hard to trust them.

  9. One big barrier to testing prompts systematically is that writing evaluations usually requires a ton of setup and maintenance.

  10. In early 2024, I ran an AI-enablement workshop with iFeel, a company that provides online mental health and wellbeing support for employees, to help them understand how tools like ChatGPT can be utilised at work.