'Damilare Darmie Akinlaja darmie

Contract Killer

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Originally published: 23rd December 2008
Revised date: March 15th 2016
Original post

Introduction

Leveraging advanced language models (LLMs) has become integral to enhancing coding efficiency and accuracy. Aider introduces a groundbreaking approach by separating code reasoning from code editing, utilizing two specialized models to tackle each aspect of the coding process. This bifurcation not only optimizes performance but also leverages the unique strengths of different models to achieve state-of-the-art (SOTA) results in code editing tasks.

Functional Explanation

Traditionally, solving a coding problem using an LLM involves a single model handling both the reasoning required to devise a solution and the precise editing needed to implement that solution within existing codebases. This dual responsibility can dilute the model's effectiveness, as it must juggle complex problem-solving with meticulous code formatting and syntax adherence.

Aider's innovative approach divides this process into two distinct phases:

Code Reasoning (Architect Model):

	package render;

	import kha.Key;
	import kha.input.Keyboard;
	import kha.Font;
	import kha.Color;
	import kha.input.Mouse;
	import kha.graphics2.Graphics;

	class TextField

	<!DOCTYPE html>
	<html>
	<head>
	<meta charset="utf-8">
	<meta name="viewport" content="width=device-width">
	<title>JS Bin</title>
	</head>
	<body>

	<script id="jsbin-javascript">


	/*
	Syntax:
	if (condition) then (action)
	if [(condition), (condition)] then [(action), (action)]
	*/

	/*
	Testing:
	function testRule(correct :Bool, s :String) {

	<!--

	This file will get included twice - once at the beginning - once at the end.

	The first time though, the "vars" section is parsed, and this is where you can
	set variables to control the setup of the standard compilers and install paths etc.

	The second time, the "exes" section is parsed, and you can modify the linkers/compilers
	by adding flags to these executables.

	/*
	* Read video frame with FFmpeg and convert to OpenCV image
	*
	* Copyright (c) 2016 yohhoy
	*/
	#include <iostream>
	#include <vector>
	// FFmpeg
	extern "C" {
	#include <libavformat/avformat.h>

	<!DOCTYPE html>
	<html>
	<head>
	<title></title>
	</head>
	<body>
	<!-- NAME: SALE ANNOUNCEMENT -->
	<!--[if gte mso 15]>
	<xml>
	<o:OfficeDocumentSettings>