4 min readAgentic AI in Practice
Shipping Agentic RAG to Production
What changes when a RAG system stops being a demo and has to serve real users: retrieval quality, tool use, evaluation, and guardrails.
#rag#agentic-ai#llm#mlops
Sudbury / Toronto, Ontario, Canada
Hasan Shahriar
Senior ML Engineer & AI Contractor | AI/NLP/Linux Professor
I design and ship agentic AI and LLM systems in production, and I teach the next cohort of ML engineers.
- Senior ML Engineer (Contractor)
- Partial-Load Professor, Cambrian College
Focus
Agentic AI
LLMs
RAG
NLP
MLOps
Cloud ML (AWS/GCP)
PythonLanguages
LLMs & Fine-tuningML/DL/GenAI
RAG & Vector SearchML/DL/GenAI
Agentic AIML/DL/GenAI
NLPML/DL/GenAI
Linux / SystemsMLOps
AWSCloud
PyTorchML/DL/GenAI
Latest writing
3 min read
MLOps on a Budget
You do not need a platform team to ship models reliably. A pragmatic MLOps stack for small teams using containers, CI/CD, and managed cloud.
#mlops#ci-cd#docker#cloud