mirror of
https://github.com/github/awesome-copilot.git
synced 2026-02-20 02:15:12 +00:00
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
133 lines
4.5 KiB
C#
133 lines
4.5 KiB
C#
#:package GitHub.Copilot.SDK@*
|
|
#:property PublishAot=false
|
|
|
|
using GitHub.Copilot.SDK;
|
|
using System.Text;
|
|
|
|
// RALPH-loop: Iterative self-referential AI loops.
|
|
// The same prompt is sent repeatedly, with AI reading its own previous output.
|
|
// Loop continues until completion promise is detected in the response.
|
|
|
|
var prompt = @"You are iteratively building a small library. Follow these phases IN ORDER.
|
|
Do NOT skip ahead — only do the current phase, then stop and wait for the next iteration.
|
|
|
|
Phase 1: Design a DataValidator class that validates records against a schema.
|
|
- Schema defines field names, types (string, int, float, bool), and whether required.
|
|
- Return a list of validation errors per record.
|
|
- Show the class code only. Do NOT output COMPLETE.
|
|
|
|
Phase 2: Write at least 4 unit tests covering: missing required field, wrong type,
|
|
valid record, and empty input. Show test code only. Do NOT output COMPLETE.
|
|
|
|
Phase 3: Review the code from phases 1 and 2. Fix any bugs, add docstrings, and add
|
|
an extra edge-case test. Show the final consolidated code with all fixes.
|
|
When this phase is fully done, output the exact text: COMPLETE";
|
|
|
|
var loop = new RalphLoop(maxIterations: 5, completionPromise: "COMPLETE");
|
|
|
|
try
|
|
{
|
|
var result = await loop.RunAsync(prompt);
|
|
Console.WriteLine("\n=== FINAL RESULT ===");
|
|
Console.WriteLine(result);
|
|
}
|
|
catch (InvalidOperationException ex)
|
|
{
|
|
Console.WriteLine($"\nTask did not complete: {ex.Message}");
|
|
if (loop.LastResponse != null)
|
|
{
|
|
Console.WriteLine($"\nLast attempt:\n{loop.LastResponse}");
|
|
}
|
|
}
|
|
|
|
// --- RalphLoop class definition ---
|
|
|
|
public class RalphLoop
|
|
{
|
|
private readonly CopilotClient _client;
|
|
private int _iteration = 0;
|
|
private readonly int _maxIterations;
|
|
private readonly string _completionPromise;
|
|
private string? _lastResponse;
|
|
|
|
public RalphLoop(int maxIterations = 10, string completionPromise = "COMPLETE")
|
|
{
|
|
_client = new CopilotClient();
|
|
_maxIterations = maxIterations;
|
|
_completionPromise = completionPromise;
|
|
}
|
|
|
|
public string? LastResponse => _lastResponse;
|
|
|
|
public async Task<string> RunAsync(string initialPrompt)
|
|
{
|
|
await _client.StartAsync();
|
|
var session = await _client.CreateSessionAsync(new SessionConfig
|
|
{
|
|
Model = "gpt-5.1-codex-mini"
|
|
});
|
|
|
|
try
|
|
{
|
|
while (_iteration < _maxIterations)
|
|
{
|
|
_iteration++;
|
|
Console.WriteLine($"\n=== Iteration {_iteration}/{_maxIterations} ===");
|
|
|
|
var done = new TaskCompletionSource<string>();
|
|
session.On(evt =>
|
|
{
|
|
if (evt is AssistantMessageEvent msg)
|
|
{
|
|
_lastResponse = msg.Data.Content;
|
|
done.SetResult(msg.Data.Content);
|
|
}
|
|
});
|
|
|
|
var currentPrompt = BuildIterationPrompt(initialPrompt);
|
|
Console.WriteLine($"Sending prompt (length: {currentPrompt.Length})...");
|
|
|
|
await session.SendAsync(new MessageOptions { Prompt = currentPrompt });
|
|
var response = await done.Task;
|
|
|
|
var summary = response.Length > 200
|
|
? response.Substring(0, 200) + "..."
|
|
: response;
|
|
Console.WriteLine($"Response: {summary}");
|
|
|
|
if (response.Contains(_completionPromise))
|
|
{
|
|
Console.WriteLine($"\n✓ Completion promise detected: '{_completionPromise}'");
|
|
return response;
|
|
}
|
|
|
|
Console.WriteLine($"Iteration {_iteration} complete. Continuing...");
|
|
}
|
|
|
|
throw new InvalidOperationException(
|
|
$"Max iterations ({_maxIterations}) reached without completion promise: '{_completionPromise}'");
|
|
}
|
|
finally
|
|
{
|
|
await session.DisposeAsync();
|
|
await _client.StopAsync();
|
|
}
|
|
}
|
|
|
|
private string BuildIterationPrompt(string initialPrompt)
|
|
{
|
|
if (_iteration == 1)
|
|
return initialPrompt;
|
|
|
|
var sb = new StringBuilder();
|
|
sb.AppendLine(initialPrompt);
|
|
sb.AppendLine();
|
|
sb.AppendLine("=== CONTEXT FROM PREVIOUS ITERATION ===");
|
|
sb.AppendLine(_lastResponse);
|
|
sb.AppendLine("=== END CONTEXT ===");
|
|
sb.AppendLine();
|
|
sb.AppendLine("Continue working on this task. Review the previous attempt and improve upon it.");
|
|
return sb.ToString();
|
|
}
|
|
}
|