19 docs tagged with "ai"

Comprehensive collection of AI and machine learning project guides covering LLM deployment, AWS AI services, private AI setups, and generative AI implementations.

Comprehensive collection of AI prompts including system prompts, user prompts, and advanced prompting techniques for various AI applications and use cases.

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.

Custom GPT model trained on AWS documentation to accelerate learning and provide instant answers to AWS service questions. Based on Alex Simas' awsdocsgpt project.

Complete guide to building agentic RAG systems with LlamaIndex. Learn advanced AI agent development, retrieval-augmented generation, and intelligent document processing.

Comprehensive guide to prompt engineering for developers using ChatGPT. Learn advanced prompting techniques, best practices, and practical examples for software development.

Building a personal financial advisor using Claude 3 Opus for intelligent money management, investment advice, and financial planning with AI-powered insights.

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.

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.

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.

Step-by-step tutorial for manually deploying LLMs to AWS SageMaker endpoints. Learn model preparation, inference code setup, and endpoint deployment for production AI.

Complete tutorial for deploying and running Mistral-7B large language model using Ollama on AWS SageMaker. Includes setup, configuration, and usage examples.

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.

An experiment testing whether prompting techniques and Gemini Gems can mitigate Western bias in geopolitical analysis. Spoiler: the bias is architectural, not configurable.

Connect Trello boards to Claude using MCP Server Trello. Covers API credentials, Claude Code and Desktop configuration, and board access setup.

Research notes for building a personal AI assistant trained on private documents, using PrivateGPT and local LLMs for offline, private conversations.

Set up PrivateGPT for local RAG — chat with your documents using a local LLM. Covers installation, document ingestion, and FAISS vector store configuration.

Deploy PrivateGPT on AWS EC2 for secure, scalable document chat in the cloud. Complete setup guide for private LLM deployment with document processing capabilities.

Complete guide to building production-ready RAG applications. Learn retrieval-augmented generation techniques, implementation best practices, and enterprise AI deployment strategies.