Create Agentic.ts

Author: imfromfuture3000-Android

Agentic.ts

@@ -0,0 +1,59 @@
+// Pseudocode for integrating Self-Adapting into an Agent Framework
+
+class SelfAdaptingAgent {
+  private selfEditBuffer: Array<SelfEdit> = [];
+  private sftThreshold: number = 10; // Train after 10 edits
+  private model: LLM;
+
+  async handleInteraction(input: string, context: any): Promise<string> {
+    const response = await this.model.generateResponse(input, context);
+
+    // ... (User interacts, provides feedback, or agent encounters a novel situation)
+
+    // Generate Self-Edit
+    const selfEdit = this.generateSelfEdit(input, response, context);
+    this.selfEditBuffer.push(selfEdit);
+
+    // Check if ready for SFT
+    if (this.selfEditBuffer.length >= this.sftThreshold) {
+      await this.performSFT();
+      this.selfEditBuffer = []; // Clear buffer
+    }
+
+    return response;
+  }
+
+  private generateSelfEdit(input: string, output: string, context: any): SelfEdit {
+    // Use LLM to analyze the interaction and suggest improvements
+    // This is the core "self-generation" step
+    const prompt = `
+      You are an AI agent reflecting on a recent interaction.
+      Input: ${input}
+      Your Output: ${output}
+      Context: ${JSON.stringify(context)}
+      What is one way you could improve your response? Generate a corrected version or specify a hyperparameter change.
+    `;
+    const edit = await this.model.generate(prompt); // This generates the "self-edit"
+    return { input, original_output: output, improved_output: edit };
+  }
+
+  private async performSFT() {
+    // Use the selfEditBuffer to create a fine-tuning dataset
+    const dataset = this.selfEditBuffer.map(edit => ({
+      prompt: edit.input,
+      completion: edit.improved_output
+    }));
+
+    // Perform lightweight SFT on the model
+    await this.model.fineTune(dataset);
+
+    // Optional: Log performance before/after for reward signal
+    // await this.evaluatePerformance();
+  }
+}
+
+interface SelfEdit {
+  input: string;
+  original_output: string;
+  improved_output: string;
+}