'Damilare Darmie Akinlaja darmie

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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):

	// set the default amount of items being displayed
	$scope.limit= 5;

	// loadMore function
	$scope.loadMore = function() {
	$scope.limit = $scope.items.length
	}

	function instanceOf (subject, super)

	super = tostring(super)
	local mt = getmetatable(subject)

	while true do
	if mt == nil then return false end
	if tostring(mt) == super then return true end

	mt = getmetatable(mt)

	local lpeg = require 'lpeg'

	local L = lpeg.locale()
	local P,V,C,Ct,S,R,Cg,Cc =
	lpeg.P, lpeg.V, lpeg.C, lpeg.Ct, lpeg.S, lpeg.R, lpeg.Cg, lpeg.Cc
	local ws = S'\r\n\f\t\v '
	local ws0 = ws^0
	local ws1 = ws^1

	local name = S'_ ' + L.digit + L.alpha

	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


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

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

	/*
	* 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>