its hard enough to think of instructions, but yeah incremental changes by me + the llm should be considered
PROMPT ENGINEERING
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Claude Plays Pokemon: Interview with Creator David Hershey
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The story behind Claude Plays Pokemon with its creator @DavidSHershey. We chatted about:
— Alex Albert (@alexalbert__) 24 avril 2025
– why pokemon is a great LLM testing ground
– memory harnesses for agents
– funny Claude stories while building this
– tips for making your own agent environments pic.twitter.com/ihlsv0lrXhThe story behind Claude Plays Pokemon with its creator @DavidSHershey
. We chatted about:
– why pokemon is a great LLM testing ground
– memory harnesses for agents
– funny Claude stories while building this
– tips for making your own agent environments -
AI as Patient Painting Tutor: Capabilities and Limitations
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It’s very clearly not a whispering earring. I don’t e.g. point it at my kids and ask how to parent, and (frustratingly!) it is not more reliable than me at recalling hard facts to cite for Bits about Money. But it *is* an infinitely patient on-demand-at-2-AM painting tutor.
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AI Generates Custom Color Schemes for Visual Design Projects
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Pointed it at a WIP troll and said I don’t like the current color scheme (too dark) and didn’t want cartoony but did want green skin. It suggested a particular scheme, down to literal paint names, and happily followed up with a visual painting reference.
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Creating RAG Agents with Reflection for Improved Performance
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How to Create a RAG Agent with Reflection RAG is a powerful technique that supplies your agent with external information, and can improve agent performance. However, relying on RAG alone, agents can often pull in irrelevant documents to the user question. What if you
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Config 2026: Build AI App Prototypes Win Prize
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In town for Config (May 6)?
Join our event and learn how to build a prototype from your phone. Best app wins a prize!
Eat pizza, prompt the Agent, mingle with builders. Thanks to @runpod for hosting! Register below! -
Legal Document Workflow with Claude and Plain English
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legal doc flow – receive legal doc
– upload to claude/o3
– ask it to create click to reveal plain english for sections -
AI-Assisted Coding Diminishes Programming Language Importance
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Even though I’m a much better Python than JavaScript developer, with AI assistance, I’ve been writing a lot of JavaScript code recently. AI-assisted coding, including vibe coding, is making specific programming languages less important, even though learning one is still helpful
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Prompt engineering is a skillset, not a job title
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Prompt engineering isn’t a job title. It’s a skillset. It combines system design, language mastery, and product sense. And it’s becoming essential for anyone working with AI.
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Prompt Evaluation and Optimization: Continuous Iteration
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5/ Evaluation & Optimization Prompts aren’t “set it and forget it.” They A/B test, evaluate, and refine. They track hallucinations, latency, cost, and safety. Prompt engineers treat prompts like software always in iteration.