Milan Stankovic milstan

Prompt Learning

Given examples of desired output, automatically discover the best system prompt for any LLM task.

The Problem

Any codebase that uses LLMs has prompts — for text generation, data transformation, classification, summarization. These prompts are hand-written, manually iterated, and frozen. When requirements shift or quality degrades, a developer tweaks the prompt by hand again. There's no systematic way for agents to self-optimize their own prompts given examples of what good output looks like.

The Idea

Keybase proof

I hereby claim:

I am milstan on github.
I am milstan (https://keybase.io/milstan) on keybase.
I have a public key ASDUGjWJv9gM5snf24RjSg4xdbGdZMmOLRAbHYZ-M20iZgo

To claim this, I am signing this object:

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=1200">
	<title>Custom Fields — Admin Config + Import Mapping</title>
	<style>
	, ::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }
	body {
	font-family: system-ui, -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif;

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<style>
	* { margin: 0; padding: 0; box-sizing: border-box; }
	body {
	font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;
	background: #f5f6f8;
	color: #1a1a2e;

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width, initial-scale=1.0">
	<title>Leadbay — Contact Column Mockups</title>
	<style>
	* { margin: 0; padding: 0; box-sizing: border-box; }
	body {
	font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;