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Build AI agents that reason, use tools and get work done.
Course at a glance
Agentic AI Engineering at BPST Academy, Lucknow is a 3 – 5 months course covering LLM Foundations & Prompting, RAG &
Vector Databases, Tool Calling & MCP, Agent Frameworks. It suits developers, B.Tech/MCA final-year students and working
professionals with basic Python. Classes run in the Lucknow classroom and live online. Until Diwali (8 Nov 2026) you can
pre-book a seat for ₹49, adjusted in the course fee.
Duration
3 – 5 Months
Level
Intermediate
Mode
Classroom · Online
Pre-book
₹49 till Diwali
Diwali gift
₹49
Reserve your seat in the next Agentic AI Engineering batch. Adjusted in your course fee.
Go beyond chatbots. Learn to build production AI agents with LLM APIs, RAG, LangGraph and CrewAI, connect them to real
tools through function calling and MCP, and ship them with evaluation, guardrails and tracing.
Who is it for?
Developers, B.Tech/MCA final-year students and working professionals with basic Python.
Prerequisites
Basic Python (functions, lists, dictionaries). Our Python Basic course covers this if needed.
Agentic AI Engineering Syllabus — Module by Module
Module 01
LLM Foundations & Prompting
How LLMs work: tokens, context, temperature
Prompt patterns & structured output
OpenAI, Claude & Gemini APIs
Cost and latency control
Module 02
RAG & Vector Databases
Embeddings & chunking strategies
FAISS, Chroma & pgvector
Hybrid search & re-ranking
Citations and grounding
Module 03
Tool Calling & MCP
Function / tool calling
Model Context Protocol (MCP) servers
Calling REST APIs & databases
Safe action design
Module 04
Agent Frameworks
LangGraph state machines
CrewAI & AutoGen multi-agent teams
Planning, memory & reflection
Human-in-the-loop approvals
Module 05
Evaluation & Guardrails
LLM evals & test sets
Hallucination & safety checks
Tracing with LangSmith
Prompt-injection defence
Module 06
Deploying Agents
FastAPI backends & streaming
Docker & cloud deployment
Monitoring & cost dashboards
Capstone demo day
Projects, Outcomes & Tools
Projects you build
Customer-support agent with RAG over company docs
Multi-agent research & report writer
Email/CRM automation agent with human approval
You will be able to
Design and ship an AI agent end-to-end
Build reliable RAG pipelines with citations
Evaluate and monitor LLM apps in production
Explain agent architecture confidently in interviews
Tools & tech
PythonOpenAI / Claude / Gemini APIsLangChainLangGraphCrewAIMCPFAISS / ChromaFastAPIDockerLangSmith
Maps to Microsoft AI-102 and AWS Certified AI Practitioner
How Is Agentic AI Engineering Taught at BPST Academy?
Every batch follows our simulated software-company model: fundamentals first, daily hands-on coding, team formation with
real roles, Agile sprints with daily stand-ups, code reviews, testing and live deployment — guided by working IT
professionals who act as your project managers.
Daily hands-on practice
Write and debug code in every session, not just watch slides.
Mentor as project manager
Sprints, pull-request reviews and deadlines like a real team.
Live, demo-able projects
Your work goes on GitHub and a live URL recruiters can open.
Agentic AI Engineering — Frequently Asked Questions
Agentic AI Engineering runs for 3 – 5 Months. You can study in the Lucknow classroom (3rd Floor, Sahay Complex, Near
IIM Tiraha) or join the same batch live online from anywhere in India.
Developers, B.Tech/MCA final-year students and working professionals with basic Python. Prerequisite: Basic Python
(functions, lists, dictionaries). Our Python Basic course covers this if needed.
The course fee depends on the duration and mode you choose and is shared with you on WhatsApp right after
pre-booking. As a Diwali gift, you can reserve your seat for just ₹49 until 8 November 2026 (23:59 IST). The ₹49 is
adjusted in your course fee.
Yes. Maps to Microsoft AI-102 and AWS Certified AI Practitioner. You also leave with project work you can show to
employers.
Yes — we provide job assistance: resume and LinkedIn/Naukri profile reviews, mock technical and HR interviews, and
relevant interview opportunities. We do not make placement-guarantee claims; we make sure your skills and portfolio
are genuinely job-ready.
Last updated 2026-09-25
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