courses/real_world_prompting/03_prompt_engineering.ipynb

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    "# Lesson 3: Prompt engineering\n",
    "\n",
    "In the first lesson, we quickly reviewed some key prompting tips. In the second lesson, we wrote a prompt that \"blindly\" applied all of those tips to a single prompt. Understanding these tips is critical, but it's equally important to understand the prompt engineering workflow and decision making framework.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is prompt engineering?\n",
    "\n",
    "Prompt engineering is the art and science of crafting effective instructions for large language models like Claude to produce desired outputs. At its core, prompt engineering involves designing, refining, and optimizing the text inputs (prompts) given to models to elicit accurate, relevant, and useful responses. It's about \"communicating\" with Claude in a way that maximizes the model's understanding and performance on a given task. The importance of prompt engineering cannot be overstated:\n",
    "\n",
    "* Enhancing AI capabilities: Well-engineered prompts can dramatically improve an AI's performance, enabling it to tackle complex tasks with greater accuracy and efficiency.\n",
    "* Bridging the gap between human intent and AI output: Prompt engineering helps translate human objectives into language that AI models can effectively interpret and act upon.\n",
    "* Optimizing resource usage: Skilled prompt engineering can reduce token usage, lowering costs and improving response times in production environments.\n",
    "\n",
    "### How is it different from \"basic prompting\"?\n",
    "\n",
    "Let's define \"basic prompting\" as simply asking an AI model a question or giving it a straightforward instruction. Prompt engineering, on the other hand, is a more sophisticated and deliberate process.\n",
    "\n",
    "* Complexity: Basic prompting often involves single-turn interactions with simple queries. Prompt engineering, on the other hand, may involve multi-turn conversations, complex instructions, and carefully structured inputs and outputs.\n",
    "* Precision: Basic prompts might be vague or ambiguous, leading to inconsistent results.  This might be fine in one-off prompt situations but won't scale to production use cases.  Engineered prompts are precise, leaving little room for misinterpretation by the model.\n",
    "* Iterative refinement: Unlike basic prompting, which might be a one-off activity, prompt engineering involves systematic testing, analysis, and improvement of prompts over time.\n",
    "* Scalability: Prompt engineering aims to create prompts that can handle a wide range of inputs and use cases, making them suitable for production environments.\n",
    "\n",
    "In essence, prompt engineering elevates the interaction with a model from a casual conversation to a carefully orchestrated exchange designed to maximize the model's potential in solving real-world problems **repeatably**.  As we progress through this course, you'll learn the techniques and mindset needed to master this crucial skill.\n",
    "\n",
    "---"
   ]
  },
  {
   "attachments": {
    "prompt_eng_lifecycle.png": {
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"
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    "\n",
    "## The prompt engineering lifecycle\n",
    "It would be nice to sit down at a blank page and craft the perfect prompt on the first try, but the reality is that prompt engineering is an iterative process that involves creating, testing, and refining prompts to achieve optimal performance. \n",
    "\n",
    "\n",
    "Understanding this lifecycle is crucial for developing effective prompts and troubleshooting issues that arise. \n",
    "\n",
    "1. Initial prompt creation \n",
    "2. Testing and identifying issues\n",
    "3. Selecting appropriate techniques\n",
    "4. Implementing improvements\n",
    "5. Iterating and refining\n",
    "\n",
    "![prompt_eng_lifecycle.png](attachment:prompt_eng_lifecycle.png)\n",
    "\n",
    "Let's talk about each of these pieces in detail.\n",
    "\n",
    "### Initial prompt creation \n",
    "\n",
    "Start by writing a \"first draft\" prompt that clearly articulates your end goal.  Ideally, this first attempt incorporates some of the prompting techniques we've previously covered: define the objective, identify key information, structure the prompt well, etc.  Either way, it's highly unlikely the final version of the prompt will resemble this first draft.\n",
    "\n",
    "### Testing and identifying issues\n",
    "\n",
    "Now that you have a basic prompt, the next step is to test it against a variety of possible inputs.  Our upcoming prompt evaluations course will cover this process in detail, but it boils down to:\n",
    "* Prepare test cases: create a diverse set of inputs that cover various scenarios and edge cases.\n",
    "* Run initial tests: Use your prompt with the prepared inputs and observe the outputs.\n",
    "* Analyze results: \"grade\" the model's responses.  This can be done in a variety of ways: via code, human expertise, or using a large language model.\n",
    "\n",
    "Throughout this testing process, key metrics to keep in mind include:\n",
    "* Accuracy: Are the outputs correct and relevant?\n",
    "* Consistency: Does the model perform similarly across different inputs? How does it handle edge cases?\n",
    "* Completeness: Is all required information included in the outputs?\n",
    "* Adherence to instructions: Does the model follow all given directions?\n",
    "\n",
    "\n",
    "### Selecting appropriate techniques\n",
    "Once you have tested your initial prompt and have identified concrete issues, it's time to make some changes to the prompt. Instead of blindly making improvements, the ideal approach involves the following steps:\n",
    "\n",
    "* Diagnose root causes: for each identified issue, try to understand why it's occurring.\n",
    "* Research solutions: Based on your diagnosis, explore prompt engineering techniques that could address the problems.\n",
    "* Choose techniques: Select the most promising strategies to implement.\n",
    "\n",
    "\n",
    "### Implementing improvements\n",
    "\n",
    "Next, actually implement the improvements in your original prompt.  Modify the original prompt to incorporate the techniques that you've selected to target the previously identified problems.  If you're making multiple changes, consider implementing them one at a time to better understand their individual impacts. \n",
    "\n",
    "### Iterating and refining\n",
    "Repeat the above process!\n",
    "\n",
    "* Retest: Run your updated prompt through the same test cases used initially.\n",
    "* Compare results: Analyze how the outputs have changed and whether the targeted issues have been resolved.\n",
    "* Identify new issues: Look for any new problems that may have been introduced by your changes.\n",
    "* Repeat the cycle: Continue this process of testing, analyzing, and refining until you achieve satisfactory performance.\n",
    "\n",
    "\n"
   ]
  }
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