Building a Document Q&A Assistant with Docker Agent

TL;DR I built a small RAG assistant with Docker Agent using a folder of documents, an agent instruction, and a retrieval configuration. The project does not need a Python application, custom ingestion service, web UI, or separate vector database. RAG projects can grow quickly. For this build, Docker Agent’s native RAG capabilities were enough to create a document assistant backed by a local folder. ...

October 11, 2026 · 6 min · Nabil Noh

How I Passed the AWS Certified AI Practitioner (AIF-C01) Exam

TL;DR I prepared for AIF-C01 by studying the five exam domains in order, making sure I understood the concepts behind AI and generative AI, and then connecting those concepts to the AWS services and business scenarios covered by the exam. This approach helped me pass the certification exam. Certification earned You can view my AWS Certified AI Practitioner (AIF-C01) certification on Credly ...

September 1, 2026 · 14 min · Nabil Noh