AI & Machine Learning Projects Hub: LLM Deployment & GenAI
Comprehensive collection of AI and machine learning project guides covering LLM deployment, AWS AI services, private AI setups, and generative AI implementations.
Deploy Mistral-7B on AWS SageMaker with Ollama
Complete tutorial for deploying and running Mistral-7B large language model using Ollama on AWS SageMaker. Includes setup, configuration, and usage examples.
PrivateGPT Local Setup — Chat with Documents Privately
Set up PrivateGPT for local RAG — chat with your documents using a local LLM. Covers installation, document ingestion, and FAISS vector store configuration.
PrivateGPT on AWS EC2 - Secure Cloud-Based Document Chat with LLMs
Deploy PrivateGPT on AWS EC2 for secure, scalable document chat in the cloud. Complete setup guide for private LLM deployment with document processing capabilities.
Building Agentic RAG with LlamaIndex - Advanced AI Agent Development
Complete guide to building agentic RAG systems with LlamaIndex. Learn advanced AI agent development, retrieval-augmented generation, and intelligent document processing.
Deploy Large Language Models to AWS SageMaker - Complete Manual Guide
Step-by-step tutorial for manually deploying LLMs to AWS SageMaker endpoints. Learn model preparation, inference code setup, and endpoint deployment for production AI.
AWS GPT Documentation Assistant - AI-Powered AWS Learning Tool
Custom GPT model trained on AWS documentation to accelerate learning and provide instant answers to AWS service questions. Based on Alex Simas' awsdocsgpt project.
ChatGPT Prompt Engineering for Developers - Complete AI Interaction Guide
Comprehensive guide to prompt engineering for developers using ChatGPT. Learn advanced prompting techniques, best practices, and practical examples for software development.
Retrieval Augmented Generation (RAG) - Production-Ready AI Applications Guide
Complete guide to building production-ready RAG applications. Learn retrieval-augmented generation techniques, implementation best practices, and enterprise AI deployment strategies.
AWS GenAI Ambassador Program - AI Leadership and Community Building Notes
Notes and insights from the AWS GenAI Ambassador program covering AI leadership, community building, and generative AI best practices for enterprise adoption.
Claude 3 Opus Financial Advisor - AI-Powered Personal Finance Assistant
Building a personal financial advisor using Claude 3 Opus for intelligent money management, investment advice, and financial planning with AI-powered insights.
AI Prompting Collection - System, User, and Advanced Prompt Templates
Comprehensive collection of AI prompts including system prompts, user prompts, and advanced prompting techniques for various AI applications and use cases.
Lab Notes: AI Bias Mitigation in Gemini - A Geopolitical Stress Test
An experiment testing whether prompting techniques and Gemini Gems can mitigate Western bias in geopolitical analysis. Spoiler: the bias is architectural, not configurable.
LangChain + AWS Bedrock Workshop — Deploy LLMs on AWS
Build and deploy a LangChain application with Amazon Bedrock. Covers LLM integration, BedrockChat setup, prompt templates, and AWS deployment. Full working code.
LangChain AutoGPT Development - Building Autonomous AI Agents
Complete guide to building AutoGPT-style autonomous AI agents using LangChain. Learn agent architectures, tool integration, and autonomous AI system development.
AI Trust-Model Decomposition Failure in an Agentic Security Design
Post-mortem on an LLM-assisted Discord bot security design where high factual accuracy masked a single-axis trust model — authorization and input integrity were conflated.
Claude Code Cost Tracking: AWS Bedrock vs Pro Max (Part 2) — Tag Propagation, Sydney Migration, Bug Fixes
AIP tag propagation works — but I'd been measuring the wrong thing. A script bug exposed, and a us-east-1 to ap-southeast-2 migration for Auckland latency.
Claude Code Cost Tracking: AWS Bedrock vs Pro Max (Part 1)
Compare Claude Code costs on AWS Bedrock vs Pro Max. Covers the Marketplace billing trap, Cost Explorer queries for third-party models, and cache economics.
Debugging Kiro IDE Agent Terminal Hang
Debugging Kiro IDE's AI agent hanging on terminal commands — root causes were a missing GLIBCXX native library and zsh/Powerlevel10k interfering with shell integration OSC 633 sequences.
GLXTCH Knowledge Lookup — Fixing NZ Search Quality and Building a Benchmark
Why a Discord bot's Tavily-backed knowledge lookups returned wrong-country results for New Zealand queries, the classifier and heuristic root causes, the fix, and the two-form eval that guards against regressions.
MCP Server Trello Setup with Claude — Connect Trello Boards to AI
Connect Trello boards to Claude using MCP Server Trello. Covers API credentials, Claude Code and Desktop configuration, and board access setup.