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Add RALPH-loop recipe to Copilot SDK cookbook
Add iterative RALPH-loop (Read, Act, Log, Persist, Halt) pattern implementations for all four supported languages: - C#/.NET: ralph-loop.cs with documentation - Node.js/TypeScript: ralph-loop.ts with documentation - Python: ralph_loop.py with documentation (async API) - Go: ralph-loop.go with documentation Each recipe demonstrates: - Self-referential iteration where AI reviews its own output - Completion promise detection to halt the loop - Max iteration safety limits - File persistence between iterations Verified against real Copilot SDK APIs: - Python: fully verified end-to-end with github-copilot-sdk - Node.js: fully verified end-to-end with @github/copilot-sdk - C#: compiles and runs successfully with GitHub.Copilot.SDK - Go: compiles against github.com/github/copilot-sdk/go v0.1.23
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121
cookbook/copilot-sdk/nodejs/recipe/ralph-loop.ts
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121
cookbook/copilot-sdk/nodejs/recipe/ralph-loop.ts
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import { CopilotClient } from "@github/copilot-sdk";
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/**
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* RALPH-loop implementation: Iterative self-referential AI loops.
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* The same prompt is sent repeatedly, with AI reading its own previous output.
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* Loop continues until completion promise is detected in the response.
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*/
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class RalphLoop {
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private client: CopilotClient;
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private iteration: number = 0;
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private readonly maxIterations: number;
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private readonly completionPromise: string;
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public lastResponse: string | null = null;
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constructor(maxIterations: number = 10, completionPromise: string = "COMPLETE") {
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this.client = new CopilotClient();
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this.maxIterations = maxIterations;
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this.completionPromise = completionPromise;
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}
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/**
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* Run the RALPH-loop until completion promise is detected or max iterations reached.
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*/
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async run(initialPrompt: string): Promise<string> {
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await this.client.start();
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const session = await this.client.createSession({
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model: "gpt-5.1-codex-mini"
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});
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try {
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while (this.iteration < this.maxIterations) {
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this.iteration++;
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console.log(`\n=== Iteration ${this.iteration}/${this.maxIterations} ===`);
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// Build the prompt for this iteration
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const currentPrompt = this.buildIterationPrompt(initialPrompt);
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console.log(`Sending prompt (length: ${currentPrompt.length})...`);
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const response = await session.sendAndWait({ prompt: currentPrompt }, 300_000);
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this.lastResponse = response?.data.content || "";
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// Display response summary
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const summary = this.lastResponse.length > 200
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? this.lastResponse.substring(0, 200) + "..."
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: this.lastResponse;
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console.log(`Response: ${summary}`);
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// Check for completion promise
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if (this.lastResponse.includes(this.completionPromise)) {
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console.log(`\n✓ Success! Completion promise detected: '${this.completionPromise}'`);
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return this.lastResponse;
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}
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console.log(`Iteration ${this.iteration} complete. Checking for next iteration...`);
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}
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// Max iterations reached without completion
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throw new Error(
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`Maximum iterations (${this.maxIterations}) reached without detecting completion promise: '${this.completionPromise}'`
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);
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} catch (error) {
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console.error(`\nError during RALPH-loop: ${error instanceof Error ? error.message : String(error)}`);
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throw error;
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} finally {
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await session.destroy();
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await this.client.stop();
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}
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}
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/**
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* Build the prompt for the current iteration, including previous output as context.
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*/
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private buildIterationPrompt(initialPrompt: string): string {
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if (this.iteration === 1) {
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// First iteration: just the initial prompt
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return initialPrompt;
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}
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// Subsequent iterations: include previous output as context
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return `${initialPrompt}
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=== CONTEXT FROM PREVIOUS ITERATION ===
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${this.lastResponse}
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=== END CONTEXT ===
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Continue working on this task. Review the previous attempt and improve upon it.`;
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}
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}
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// Example usage demonstrating RALPH-loop
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async function main() {
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const prompt = `You are iteratively building a small library. Follow these phases IN ORDER.
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Do NOT skip ahead — only do the current phase, then stop and wait for the next iteration.
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Phase 1: Design a DataValidator class that validates records against a schema.
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- Schema defines field names, types (str, int, float, bool), and whether required.
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- Return a list of validation errors per record.
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- Show the class code only. Do NOT output COMPLETE.
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Phase 2: Write at least 4 unit tests covering: missing required field, wrong type,
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valid record, and empty input. Show test code only. Do NOT output COMPLETE.
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Phase 3: Review the code from phases 1 and 2. Fix any bugs, add docstrings, and add
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an extra edge-case test. Show the final consolidated code with all fixes.
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When this phase is fully done, output the exact text: COMPLETE`;
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const loop = new RalphLoop(5, "COMPLETE");
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try {
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const result = await loop.run(prompt);
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console.log("\n=== FINAL RESULT ===");
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console.log(result);
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} catch (error) {
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console.error(`\nTask did not complete: ${error instanceof Error ? error.message : String(error)}`);
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if (loop.lastResponse) {
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console.log(`\nLast attempt:\n${loop.lastResponse}`);
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}
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}
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}
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main().catch(console.error);
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