Add ai.improvePrompt() (#29660)

website/api/helpers/ai/improve-prompt.js

@@ -0,0 +1,60 @@
+module.exports = {
+
+
+  friendlyName: 'Improve prompt',
+
+
+  description: '',
+
+
+  sideEffects: 'cacheable',
+
+
+  inputs: {
+
+    prompt: { type: 'string', required: true, example: 'Who is running macOS 15?' },
+    cycles: { type: 'number', defaultsTo: 1 }
+
+  },
+
+
+  exits: {
+
+    success: {
+      outputFriendlyName: 'Improved prompt',
+      outputDescription: 'The new and improved prompt.',
+      outputType: 'string',
+      outputExample: 'Who is running macOS 15?',
+    },
+
+  },
+
+
+  fn: async function ({ prompt: originalPrompt, cycles }) {
+
+    let newPrompt = originalPrompt;
+    for (let i=0; i<cycles; i++) {
+      let improverPrompt = 'Given a prompt, improve it to be a more effective prompt optimized for use with an LLM, and particularly this LLM.';
+      improverPrompt += 'Prompt: ```\n';
+      improverPrompt += `${newPrompt}\n`;
+      improverPrompt += '```\n';
+      improverPrompt += '\n';
+      improverPrompt += 'Respond only with the exact text of the prompt.';
+      improverPrompt += '\n';
+
+      newPrompt = await sails.helpers.flow.build(async ()=>{
+        // FUTURE: Add an option to run multiple times.
+        let parsedPromptResponse = await sails.helpers.ai.prompt.with({
+          baseModel: 'o4-mini-2025-04-16',
+          prompt: improverPrompt,
+        });
+        return parsedPromptResponse;
+      }).retry();
+    }//∞
+
+    return newPrompt;
+  }
+
+
+};
+

website/scripts/test-ai-decision.js

@@ -27,11 +27,6 @@ module.exports = {
         author: 'koo',
         tweet: 'Sails.js is the best JavaScript framework'
       },
-      {
-        id: 4,
-        author: 'koo',
-        tweet: 'The 4th annual SailsConf is coming up in May in Abuja!'
-      },
     ];
 
     let topPosts = [];

website/scripts/test-ai-improve-prompt.js

@@ -0,0 +1,49 @@
+module.exports = {
+
+
+  friendlyName: 'Test ai improve prompt',
+
+
+  description: '',
+
+
+  fn: async function () {
+
+    sails.log('Running custom shell script... (`sails run test-ai-improve-prompt`)');
+
+    let prompt1 = (
+      'Given some data and a set of possible choices, decide which choice most accurately classifies the data.  Data: ```\n'+
+      JSON.stringify([
+        {
+          id: 1,
+          author: 'mikermcneil',
+          tweet: 'I fed this one stray cat and now I have 20 stray cats coming to my house',
+        },
+        {
+          id: 2,
+          author: 'fancydoilies',
+          tweet: 'My cat is named Rory'
+        },
+        {
+          id: 3,
+          author: 'koo',
+          tweet: 'Sails.js is the best JavaScript framework'
+        },
+      ])+
+      '```\n'+'\n'+'Choices:\n'+
+      ' • A social media post that is both (a) VERY interesting and (b) in reasonably good taste\n'+
+      ' • Anything else\n'+
+      '\n'+
+      'Decide based on which choice is the most correct for the given data.  Respond only with the exact string value for the choice provided.'
+    );
+    sails.log(await ƒ.improvePrompt(prompt1));
+
+    sails.log(await ƒ.improvePrompt(prompt1),2);
+
+    sails.log(await ƒ.improvePrompt(prompt1),5);
+
+  }
+
+
+};
+

website/scripts/test-ai-weights.js

@@ -27,11 +27,6 @@ module.exports = {
         author: 'koo',
         tweet: 'Sails.js is the best JavaScript framework'
       },
-      {
-        id: 4,
-        author: 'koo',
-        tweet: 'The 4th annual SailsConf is coming up in May in Abuja!'
-      },
     ];
 
     let weighedPosts = await ƒ.simultaneouslyForEach(posts, async (post)=>{