<p>When building AI-driven applications, the quality of prompts has a significant impact on the results. However, writing high-quality prompts is challenging and requires a deep understanding of application requirements and Large Language Models (LLM). To speed up development and improve results, Claude has simplified this process, allowing users to create high-quality prompts more easily.</p>
<p>Now, you can generate, test, and evaluate your prompts in the Anthropic Console. Claude has added new features, including automatically generating test cases and comparing outputs, allowing you to leverage Claude to generate the best responses.</p>
<h2>Generating Prompts</h2>
<p>Writing a good prompt is as simple as describing the task to Claude. The Console features a prompt generator powered by Claude 3.5 Sonnet. Simply describe the task (e.g., &#34;classify customer support requests&#34;), and Claude will generate a high-quality prompt for you.</p>
<p><img src="https://imageproxy.pbkrs.com/https://wpimg-wscn.awtmt.com/32f42610-db23-403b-8e9d-58cd0bdb82d8.png/query-aW1hZ2VWaWV3Mi8yL3cvNjQw?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://wpimg-wscn.awtmt.com/32f42610-db23-403b-8e9d-58cd0bdb82d8.png/query-aW1hZ2VWaWV3Mi8yL3cvNjQw"/></p>
<p>You can use Claude's new feature to generate test cases, provide input variables for the prompt such as customer support messages, and run the prompt to see Claude's response. Alternatively, you can manually input test cases.</p>
<p><img src="https://imageproxy.pbkrs.com/https://wpimg-wscn.awtmt.com/6cbbcb81-9db1-437d-9027-4b0cf985dacf.png/query-aW1hZ2VWaWV3Mi8yL3cvNjQw?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://wpimg-wscn.awtmt.com/6cbbcb81-9db1-437d-9027-4b0cf985dacf.png/query-aW1hZ2VWaWV3Mi8yL3cvNjQw"/></p>
<h2><strong>Generating Test Suites</strong></h2>
<p>By testing prompts with a series of real-world inputs, you can have higher confidence in the quality of the prompt before deploying it to production. With the new evaluation feature, you can do this directly in the Console without manually managing tests in spreadsheets or code.</p>
<p>Manually add new test cases or import them from a CSV file, or use the &#34;generate test cases&#34; feature to let Claude generate them. Modify the test cases as needed, then run all tests with a single click. Review and adjust Claude's understanding of the requirements for each variable to finely control the generated test cases.</p>
<p><img src="https://imageproxy.pbkrs.com/https://wpimg-wscn.awtmt.com/6cb16380-b49a-43cf-9a28-24b9b6971d6a.png/query-aW1hZ2VWaWV3Mi8yL3cvNjQw?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://wpimg-wscn.awtmt.com/6cb16380-b49a-43cf-9a28-24b9b6971d6a.png/query-aW1hZ2VWaWV3Mi8yL3cvNjQw"/></p>
<h2>Evaluating Model Responses and Iterating Prompts</h2>
<p>Optimizing prompts is now easier, as you can create new versions of prompts and rerun the test suite to iterate and improve results quickly. Claude has also added a feature to compare multiple prompt outputs side by side
You can even have experts rate response quality on a 5-point scale to assess whether the changes have improved response quality. These features make the process of improving model performance faster and more accessible.</p>
<p>The test case generation and output comparison functions are open to all Anthropic Console users.</p>
<p>In addition, Claude has another major feature coming up</p>
<h2>Artifacts Sharing</h2>
<p>True technical empowerment, where everyone can use AI to write code to generate and publish their own content, as well as modify others' work. Now you can share Claude's Artifacts (share your work), and others can also modify Artifacts.</p>
<p><img src="https://imageproxy.pbkrs.com/https://wpimg-wscn.awtmt.com/0ab5b1cc-f9b9-47df-875e-e8964a11a25e.png/query-aW1hZ2VWaWV3Mi8yL3cvNjQw?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://wpimg-wscn.awtmt.com/0ab5b1cc-f9b9-47df-875e-e8964a11a25e.png/query-aW1hZ2VWaWV3Mi8yL3cvNjQw"/></p>
<p>Author: AI Hanwuji, Source: AI Hanwuji, Original Title: &#34;OpenAI Surpassed Across the Board: Claude Makes Strides, New Features Arrive Again&#34;</p>

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<p>OpenAI recently launched the Claude 3.5 Sonnet-powered prompt generator, making it easier to write high-quality prompts. Users can generate, test, and evaluate prompts in the Anthropic Console, and utilize new features to automatically generate test cases and compare outputs. These features help users optimize prompts, generate optimal responses, accelerate development speed, and improve results. Now, users can easily create high-quality prompts and test and evaluate them before deploying them to production environments. These new features are very helpful for building AI-driven applications</p>

- Claude simplifies the prompt creation process in Anthropic Console, allowing users to easily generate high-quality prompts for AI-driven applications. 
- New features include auto-generating test cases and comparing outputs to optimize responses, enhancing prompt development speed and quality. 
- Users can evaluate model responses, iterate prompt versions, and even expert-rate response quality, streamlining the model performance improvement process.

OpenAI is completely surpassed: Claude is making great strides, and new features are coming again