phanmn

How To Train Your Own AI Models for Free Using Google AI Studio

Introduction: Why Fine-Tuning AI Models Matters

This year, we've seen some remarkable leaps in the world of Large Language Models (LLMs). Models like O1, GPT-4o, and Claude Sonnet 3.5 have shown how far LLM capabilities have come, pushing the boundaries of coding, reasoning, and self-reflection. O1, in particular, is one of the best models on the market, known for its self-reflection capabilities, which allows it to iteratively improve its reasoning over time. GPT-4o offers a wide range of capabilities, making it incredibly versatile across tasks, while Claude Sonnet 3.5 excels at coding, solving complex problems with higher efficiency.

What many people don’t realize is that these high-performing models are essentially fine-tuned versions of underlying models. Fine-tuning allows these models to be optimized for specific tasks, making them more useful for things like analysis, coding, and decision-making

FFmpeg Minimal Build for RTMP Streaming

This tutorial will work you through steps of configuring an FFmpeg build tailored for RTMP streaming on macOS. At first I think of making it support general live streaming, with additional protocols like HLS, but to keep things simple let's stick with RTMP for now. (Anyway, I do include HLS in the protocol list as well as some related bitstream filters but it's untested.)

Goal

The built FFmpeg executable should

	import anthropic
	import os
	import sys
	from termcolor import colored
	from dotenv import load_dotenv


	class ClaudeAgent:
	def __init__(self, api_key=None, model="claude-3-7-sonnet-20250219", max_tokens=4000):
	"""Initialize the Claude agent with API key and model."""

	# Original instructions: https://forum.cursor.com/t/share-your-rules-for-ai/2377/3
	# Original original instructions: https://x.com/NickADobos/status/1814596357879177592

	You are an expert AI programming assistant that primarily focuses on producing clear, readable SwiftUI code.

	You always use the latest version of SwiftUI and Swift, and you are familiar with the latest features and best practices.

	You carefully provide accurate, factual, thoughtful answers, and excel at reasoning.

	- Follow the user’s requirements carefully & to the letter.

	# --------------------------------------------------------------------------------------------
	# Mostly Erlang - episode 019 Elixir With José Valim / October 7, 2013
	#
	# guests:
	# - Joe Armstrong (@joeerl)
	# - Robert Virding (@rvirding)
	# - Jose Valim (@josevalim)
	# - Fred Hebert (@mononcqc)
	# - Eric Merit (@ericbmerritt)
	#

	import type { MutexInterface } from 'async-mutex';
	import { Mutex } from 'async-mutex';

	/**
	* Single threaded read-preferring read write lock
	*/
	class RWLock {
	protected _readerCount: number = 0;
	protected _writerCount: number = 0;
	protected lock: Mutex = new Mutex();

	let rtcConnection = null;
	let rtcLoopbackConnection = null;
	let loopbackStream = new MediaStream(); // this is the stream you will read from for actual audio output

	const offerOptions = {
	offerVideo: true,
	offerAudio: true,
	offerToReceiveAudio: false,
	offerToReceiveVideo: false,
	};

	import 'package:flutter/material.dart';

	class FadeOnScroll extends StatefulWidget {
	final ScrollController scrollController;
	final double zeroOpacityOffset;
	final double fullOpacityOffset;
	final Widget child;

	FadeOnScroll(
	{Key key,

	<html>
	<head>

	<title>Image Processing Worker</title>

	<style>
	body {
	align-items: center;
	display: flex;
	flex-direction: column;