Before You Build an Agent: Five Amazon Bedrock Fundamentals, Measured
This is the long version of my 30-minute talk at AWS Community Day Thailand, Bangkok, 3 October 2026....
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This is the long version of my 30-minute talk at AWS Community Day Thailand, Bangkok, 3 October 2026....

Agentic AI for Beginners: What Are AI Agents and How Do They Actually Work? AI agents are...
You built a Gen AI prototype over a weekend. The demo went beautifully. Your team was impressed, your...
What is Multi-Head Attention? Multi-head attention is a fundamental component of...
What Problem Does Self-Attention Solve? Understanding sequences, like sentences, depends...
What Is Attention in Sequence Models? Attention is a technique that allows neural networks...
Every engineer knows this feeling: a request fails, you retry it, it works, and you tell yourself...

Demo stack: LangChain, Llama.cpp, Mistral.ai, Qwen Embeddings, PostgreSQL, Telegraf, Prometheus on...
Setting the Stage: Why Sequence Matters in Language Tasks Understanding sequence is...
A local Qwen LLM suddenly switched from English to Chinese, leading me from language drift...
Most companies don't have a shortage of information. They have the opposite problem. There are PDFs...
Here is a set of active LLM research directions drawn from recent papers (arXiv, Sept...