02 – AWS Agentic AI Patterns: From Reasoning to Multi-Agent

Agentic AI patterns are the reusable blueprints that turn a generic language model into a purposeful production system. Where Part 1 covered the why, this guide maps each pattern — reasoning, retrieval-augmented, orchestrator, multi-agent — to the AWS services that bring it to life. Agentic AI Patterns: What You’ll Learn You’ll recognize the core patterns,… Continue reading

04 — ChatGPT Context for Better Results

ChatGPT context is the single biggest lever you control over answer quality. Give the model your background, examples, role, reference text, and constraints, and generic replies turn into precise, useful, ready-to-ship work tailored to your exact situation. ChatGPT context: What You’ll Learn This guide teaches ChatGPT context from the ground up: the six kinds of… Continue reading

05 — Reviewing AI Outputs

AI outputs can read as confident and polished while quietly carrying wrong facts, fake citations, or buggy code. This lesson teaches a calm, repeatable way to review what a model gives you, spot hallucinations, fact-check claims, and decide when a result is safe to trust. AI outputs: What You’ll Learn This guide gives you a… Continue reading

03 – AWS Agentic AI Frameworks: Strands, LangChain, and MCP

Agentic frameworks turn a raw LLM into a dependable agent. Here we look at the frameworks, platforms, and protocols you actually install and ship on AWS: LangChain, Strands Agents, CrewAI, AutoGen, MCP, and A2A. Agentic Frameworks: What You’ll Learn Agentic frameworks encode the critical plumbing — prompt assembly, tool calling, retry loops, memory, tracing —… Continue reading

06 — Responsible AI Use

responsible AI use means treating every prompt as a real-world decision about privacy, fairness, and accountability. This guide walks you through the principles, habits, and safeguards that let you use ChatGPT and other tools confidently without exposing data, spreading errors, or causing harm. Responsible AI: What You’ll Learn This lesson explains responsible AI from the… Continue reading