loftwah

Comprehensive Guide to Building a Scalable AI-Driven Application on AWS with LangChain

This guide provides a beginner-friendly, version-agnostic resource for building a scalable, AI-driven application on AWS, incorporating LangChain for advanced language model capabilities. It covers essential AWS services, third-party tools, and integration strategies, complete with a block diagram to illustrate how everything fits together. Citations are included for further exploration.

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Introduction

This resource helps you create a modern application using AWS services like ECS, CodeBuild, CodePipeline, Bedrock, RDS, ElastiCache, S3, and IAM, alongside third-party tools such as FastAPI, Streamlit, OpenAI, Anthropic Claude, and LangChain. Whether you're deploying customer-facing APIs, internal dashboards, or AI-powered workflows, this guide offers a step-by-step approach. It’s designed to be comprehensive yet accessible, with practical examples and a focus on scalability and security.

jaredsburrows

                _   _            _      ____             _    _ 
               | | | | __ _  ___| | __ | __ )  __ _  ___| | _| |
               | |_| |/ _` |/ __| |/ / |  _ \ / _` |/ __| |/ / |
               |  _  | (_| | (__|   <  | |_) | (_| | (__|   <|_|
               |_| |_|\__,_|\___|_|\_\ |____/ \__,_|\___|_|\_(_)
                                                 
                                  A DIY Guide

stevenswafford

"          _                      _          "
"   _     /||       .   .        ||\     _   "
"  ( }    \||D    '   '     '   C||/    { %  "
" | /\__,=_[_]   '  .   . '       [_]_=,__/\ |"
" |_\_  |----|                    |----|  _/_|"
" |  |/ |    |                    |    | \|  |"
" |  /_ |    |                    |    | _\  |"

	It is all fun and games until someone gets hacked!

jeffrafter

require 'rubygems'
require 'active_support'
require 'active_record'
require 'rake'
require 'yaml'

task :default => :setup

task :load do
  # Change application as needed...