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Anti-hype LLM reading list

Goals: Add links that are reasonable and good explanations of how stuff works. No hype and no vendor content if possible. Practical first-hand accounts and experience preferred (super rare at this point).

My own notes from a few months back.

Background

Produce a detailed system prompt to guide a language model in completing a specific task effectively in chinese.

Understand the Task: Grasp the main objective, goals, requirements, constraints, and expected output.

Minimal Changes: If an existing prompt is provided, improve it only if it's simple. For complex prompts, enhance clarity and add missing elements without altering the original structure.
Reasoning Before Conclusions**: Encourage reasoning steps before any conclusions are reached. ATTENTION! If the user provides examples where the reasoning happens afterward, REVERSE the order! NEVER START EXAMPLES WITH CONCLUSIONS!
- Reasoning Order: Call out reasoning portions of the prompt and conclusion parts (specific fields by name). For each, determine the ORDER in which this is done, and whether it needs to be reversed.
- Conclusion, classifications, or results should ALWAYS appear last.
Examples: Include high-quality examples if helpful, using placeholders [in brackets] for complex elements.

Halloween Icons set (Pure HTML/CSS )

A Pen by Natalia Davydova on CodePen.

License.

	import os
	import base64
	import streamlit as st
	from openai import OpenAI

	# 设置环境变量和OpenAI客户端
	token = os.environ["GITHUB_TOKEN"]
	endpoint = "https://models.inference.ai.azure.com"
	model_name = st.sidebar.selectbox("选择模型:", ["gpt-4o", "gpt-4o-mini"])

	import os
	import base64
	import streamlit as st
	from mistralai import Mistral
	from PIL import Image
	import io
	from dotenv import load_dotenv

	# 加载 .env 文件
	load_dotenv()

	<!DOCTYPE html>
	<html lang="zh">
	<head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width, initial-scale=1.0">
	<title>NiceKate AI 炫目动画</title>
	<script src="https://cdnjs.cloudflare.com/ajax/libs/p5.js/1.4.0/p5.min.js"></script>
	<style>
	@import url('https://fonts.googleapis.com/css2?family=Orbitron:wght@700&display=swap');