AI-Powered Automation Efficiency
Cohort Open2 months Live

Build the AI agents companies actually hire for.

Whatever you are today. MLOps engineer, data scientist, tester, developer. You can become the person who automates your entire organization with AI. This is your platform. Your ideas shape the syllabus.

12 AgentsOrg RunbooksBusiness MetricsVibe CodingMCPDemo Day

Investment

₹20,000

One-time · Lifetime recording access included

Lifetime recording access
1-on-1 mentorship from Rajinikanth
Org-specific runbook training
Business metrics and ROI one-pagers
Syllabus evolves with your ideas
5 to 6 portfolio agent builds
Enroll on WhatsApp
💰
₹20,000
Course fee
♾️
Lifetime access
Recordings
🎯
1-on-1 support
Mentorship
📋
Evolves with cohort ideas
Syllabus
📊
Business-level ROI
Metrics
📖
Per-organization
Runbooks
Live on ZoomLive Demo Session

AI-Powered Automation Engineer Course

Daily · 6:30 PM IST · Starting Jul 11, 2026

Meeting ID: 872 1840 6889 · Passcode: 1111

YouTube · Rajinikanth Vadla

Watch the AI Automation course on YouTube

Live demos and labs from the AI-Powered Automation Engineering course — MCP, Bedrock agents and company AI agents.

AI-Powered Automation Engineering Course | Live Demo for Real Enterprise Engineers

Live demo of the AI-Powered Automation Engineering course — build company AI agents with MCP, RAG and enterprise tools.

AI Automation + MLOps Career Program Courses For Job Ready

How the AI Automation and MLOps career programs prepare engineers for job-ready AI roles.

MCP Server Setup: Build Remote MCP Server Hands-On Lab 2026

Hands-on MCP server lab from the AI Automation path — build remote Model Context Protocol servers.

AWS Bedrock AI Agents Tutorial 2026 | Build Production Agents with AgentCore

Build production AI agents on AWS Bedrock AgentCore — part of the AI automation and agents curriculum.

More on YouTube →

Prefer the full live cohort? View all courses

This course is for you

Whatever you are, this course is for you.

You become the AI Automation Engineer your organization needs.

You don't need a new job title on day one. You need the skills to automate incidents, docs, tickets, HR, onboarding, and costs inside the company you're already in. MLOps, Data Science, AI Engineer, QA, DevOps, Backend. If you can code even a little, this is built for you.

MLOps Engineer role illustration

You gain

MLOps Engineer

  • Add agent deployment + MCP integrations
Data Scientist role illustration

You gain

Data Scientist

  • Ship RAG + LLM automations to production
AI Engineer role illustration

You gain

AI Engineer

  • Wire agents to Jira, Slack, and real systems
QA / Test Engineer role illustration

You gain

QA / Test Engineer

  • Automate triage, reports, and test agents
Software Developer role illustration

You gain

Software Developer

  • Vibe code + build full agent stacks
DevOps / SRE role illustration

You gain

DevOps / SRE

  • Incident agents + runbook automation
Business / Ops role illustration

You gain

Business / Ops

  • HR, onboarding, and cost agents
Student / Fresher role illustration

You gain

Student / Fresher

  • Portfolio agents that get you hired
Company agents

What you build standing up in your org

Companies don't want more AI tools. They want agents that triage incidents, answer from docs, update Jira, control costs, and onboard people, wired together safely. That's what you build here.

Incident Agent agent illustration

When something breaks

Incident Agent

  • Triage alerts by severity
  • Create Jira tickets with context
  • Pull runbook via RAG
  • Notify Slack with summary
MCPJiraSlackRAGn8n
RAG Agent agent illustration

Answers from your docs

RAG Agent

  • Policy and runbook Q&A
  • Source-cited answers
  • Org-specific runbook updates
  • Private on-prem with Ollama
Bedrock KBOllamaLangChainLM Studio
MCP Connected Agent agent illustration

AI that does things

MCP Connected Agent

  • Query databases in plain English
  • Read/write GitHub issues
  • Update Jira from chat
  • Act on live systems safely
MCPGitHubJiraPostgreSQL
HR Agent agent illustration

Day-to-day people ops

HR Agent

  • Handbook FAQ bot
  • Leave request drafts
  • HR ticket from Slack
  • Interview prep summaries
RAGSlackLLM APIsMCP
Onboarding Agent agent illustration

New hire journey

Onboarding Agent

  • Day-1 checklists per org
  • IT access ticket drafts
  • Welcome Slack message
  • Training path suggestions
n8nJiraRAGLovable
Cost Analyzer Agent agent illustration

FinOps for AI + cloud

Cost Analyzer Agent

  • LLM token spend tracking
  • Cloud bill anomaly alerts
  • Budget threshold Slack alerts
  • Model routing to save cost
LiteLLMAPIsn8nLovable
Offboarding Agent agent template

Secure exits

Offboarding Agent

  • Access revocation checklist
  • Knowledge transfer prompts
  • Exit interview summary
MCPJiraSecurity guardrails
Security Agent agent template

Guardrails + audit

Security Agent

  • Block unsafe AI outputs
  • PII and prompt-injection checks
  • Audit log summaries
Bedrock GuardrailsMCPLangChain
Support Agent agent template

Tier-1 customer help

Support Agent

  • FAQ from product docs
  • Escalate hard cases to humans
  • Draft reply for approval
RAGChatGPT APIZendesk/Jira
Sales & Manager Agent agent template

Revenue + leadership

Sales & Manager Agent

  • Meeting notes → action items
  • CRM update drafts
  • Weekly team digest
CrewAIClaudeSlack
Email Triage Agent agent template

Inbox automation

Email Triage Agent

  • Classify and route emails
  • Summarize threads
  • Draft responses for review
LLM APIsn8nGmail/Outlook APIs
Release Agent agent template

Ship with confidence

Release Agent

  • PR summary for reviewers
  • Auto release notes
  • Slack changelog post
GitHub MCPCodexSlack
Org ready

Runbooks and ROI your manager signs off on

Planning team illustration

Runbooks

Runbooks that match your organization

Generic templates don't ship in production. You learn to build and update automation runbooks mapped to how your company actually works, incident playbooks, onboarding checklists, HR policies, and ops SOPs.

  • Ingest your org's docs, wikis, and policies into RAG agents
  • Auto-update runbooks when processes change
  • Incident playbooks wired to Jira severity and Slack channels
  • Onboarding/offboarding checklists per department
  • Version-controlled runbooks your team can audit
Focused work illustration

Metrics

Business metrics leadership believes

Every agent you build comes with metrics that matter to managers, not just 'it works', but proof of value.

⏱️

Time saved

Ticket triage: 15 min → 2 min

💸

Cost reduced

LLM spend down 30% via routing

🚨

Incidents resolved

First-response 40% faster

🎉

Onboarding speed

Day-1 setup: 4 hrs → 45 min

💬

Deflection rate

60% HR questions via RAG bot

📈

ROI narrative

One-pager your CTO can present

Enterprise

What big companies are looking for

The skills in every enterprise AI job post, taught hands-on here.

Production AI agents

Production AI agents

  • Not chatbots. Agents that act on Jira, Slack, GitHub, and databases
RAG on company knowledge

RAG on company knowledge

  • Runbooks, policies, and wikis. Answers with sources, updated per org
MCP & enterprise integrations

MCP & enterprise integrations

  • The rare skill: AI connected to live business systems
Multi-cloud AI deploy

Multi-cloud AI deploy

  • AWS Bedrock, Azure AI Foundry, Vertex AI. Portable SDK skills
Governance & guardrails

Governance & guardrails

  • Security, human-in-the-loop, compliance. What CTOs require
Business metrics & ROI

Business metrics & ROI

  • Time saved, cost cut, deflection. Proof leadership funds
Fortune 500 IT teamsProduct companiesBanks & fintechSaaS startupsConsulting firmsGCCs in India
Agent flow

One incident. Six agents. Full ROI.

The capstone you demo on graduation day, wired like real companies deploy.

Connected agent flow

Alert fires

Incident Agent

  • Classifies severity

Ticket created

MCP Agent

  • Jira ticket with context

Runbook found

RAG Agent

  • Pulls org-specific fix steps

Safety check

Security Agent

  • Validates remediation

Team notified

Manager Agent

  • Slack digest posted

Metrics logged

Cost Agent

  • ROI + spend tracked
Production

Production ready

  • Human-in-the-loop, AI drafts, human approves, then it sends
  • Org-specific runbooks, updated as your processes change
  • Business metrics, time saved, cost cut, deflection rate
  • Agent evals, test before you ship
  • Guardrails, Bedrock + prompt policies for safe output
Portfolio

Portfolio pack

  • GitHub repo per agent
  • Org-specific runbook package
  • Business metrics one-pager
  • Architecture diagram
  • Demo day presentation
Open platform

An open platform. Your ideas become the syllabus

Come with your organization's problems. Bring automation ideas from your workplace. In every cohort we discuss what's real, and the best ideas get built live, recorded forever, and added to the program for everyone.

This isn't a closed course. It's a living platform you shape.

You bring an idea

You bring an idea

  • An automation your team needs
We build it live

We build it live

  • In cohort sessions with mentorship
It enters the syllabus

It enters the syllabus

  • Recorded, available to all alumni
Course syllabus

Full 2 months Syllabus

6 modules. Every topic, lab, and build outcome. Tap any module to see the full breakdown.

Team learning illustration

A syllabus that grows with you

This isn't a frozen Udemy playlist. New agent patterns, tools, and automations emerge every month. In every cohort, we discuss what's landing in real companies, and the best ideas become part of the syllabus for everyone.

  • New MCP connector patterns from student workplaces
  • Fresh agent ideas from live Q&A sessions
  • Tool updates (Cursor, Bedrock, Azure Foundry) woven in immediately
  • Industry-specific labs: SaaS, fintech, enterprise IT
  • Alumni-requested deep-dives added to recordings library

6 modules · tap to expand labs, topics, and builds

Module 1 illustration1
Module 1Week 1 2

Ship Mode, Vibe Coding, GSD & Dev Velocity

Vibe coding with Cursor, GSD execution with Codex, rapid UI with Lovable, the velocity layer every agent builder needs.

You build: Shipped feature + ticket-to-PR automation

Vibe codingCursorCodexGSD
Module 2 illustration2
Module 2Week 2 3

LLM APIs, Local Models & Document Automation

ChatGPT, Claude, Gemini, DeepSeek APIs plus Ollama and LM Studio for private automations. Structured outputs for business data.

You build: Document triage automation with JSON output

LLM APIsOllamaDeepSeekPrompt engineering
Module 3 illustration3
Module 3Week 3 4

RAG Agent + Organization Runbooks

Build RAG agents grounded in your company's docs. Learn to ingest, update, and version runbooks as processes change, the backbone of every enterprise agent.

You build: RAG agent with org-specific runbooks and citations

RAGRunbooksKnowledge baseBedrock KB
Module 4 illustration4
Module 4Week 4 5

MCP Agent, Jira, Slack & GitHub

MCP connects AI to live systems. Wire agents to Jira tickets, Slack channels, GitHub repos, and databases, the integration layer companies pay for.

You build: Agent connected to Jira + Slack + data source

MCPJiraSlackIntegrations
Module 5 illustration5
Module 5Week 5 6

Business Agents + Metrics Dashboard

Build 3 business agents from the gallery. Every build includes business-level metrics, time saved, cost reduced, deflection rate, in a dashboard your leadership understands.

You build: 3 agents with metrics one-pagers

CrewAILangGraphBusiness metricsn8n
Module 6 illustration6
Module 6Week 7 8

Deploy, Innovate & Get Hired

Deploy on Bedrock, Azure AI Foundry, and Vertex AI. Capstone connected flow. New cohort ideas become syllabus updates. Portfolio pack and demo day.

You build: Cloud agent + portfolio + demo day ready

BedrockAzure FoundryVertex AIDemo day
How you work

Ship mode

Vibe coding

Vibe coding

  • Ship fast in flow with Cursor, Lovable, and Bolt, prototype before you over-engineer.
GSD execution

GSD execution

  • One clear task in, working output out, human review, Codex and agent mode done right.
Production gates

Production gates

  • Human-in-the-loop, evals, guardrails, demos that managers trust.
Rajinikanth Vadla1-on-1 Mentor
Mentorship conversation

1-on-1 mentorship from Rajinikanth

Stuck on an agent build? Need help positioning for interviews? Want feedback on your company's automation roadmap? Direct mentorship support is included, the same personal guidance from my 1:1 mentorship program, built into this cohort.

  • Direct access during live sessions and office hours
  • Code and architecture review for your agent builds
  • Career guidance, resume, LinkedIn, interview prep
  • Company automation strategy when you enroll as a team
  • WhatsApp support for blockers between sessions
Talk before you enroll

₹20,000

One-time · Lifetime recording access included

  • Code in Python or JavaScript (beginner OK)
  • No AI experience required
  • Laptop + stable internet
  • ₹20,000, Lifetime recordings, Mentorship included

Team batches | Company invoices | Reply within 24h

FAQ

What is the course fee?+

₹20,000 one-time. Includes all live sessions, lifetime recording access, labs, portfolio reviews, and 1-on-1 mentorship support from Rajinikanth during the cohort.

Do I get lifetime recording access?+

Yes. Every live session is recorded. You keep access forever, including new modules and updates added from cohort innovations.

Is 1-on-1 mentorship included?+

Yes. Direct mentorship from Rajinikanth, code reviews, architecture feedback, career guidance, and WhatsApp support for blockers. Same personal attention as my dedicated mentorship program.

Does the syllabus evolve?+

Absolutely. New agent patterns, tools, and automations discussed in the cohort get woven into the syllabus. Your ideas can become part of the program for future batches too.

What are organization runbooks?+

Runbooks mapped to how your company works, incident playbooks, onboarding checklists, HR policies. You learn to build, ingest, and auto-update them in RAG agents, not generic templates.

What business metrics will I learn?+

Time saved, cost reduced, ticket deflection, onboarding speed, and ROI narratives, packaged in one-pagers and dashboards leadership actually reads.

I am MLOps / Data Science / QA, is this for me?+

Yes. Whatever your role today, MLOps, Data Science, AI Engineer, QA, DevOps, developer, or student, this course turns you into the person who builds AI automations inside your organization. If you can code in Python or JavaScript, you're ready.

Can my workplace automation idea become part of the syllabus?+

Absolutely. Bring your org's problems and automation ideas. We discuss them live, build the best ones in cohort, and they get recorded and added to the evolving syllabus for all students, lifetime access included.

How do I enroll?+

WhatsApp (+91-9100028801) or Topmate. Reply within 24 hours. Limited seats.

₹20,000. Lifetime access. Real agents.

Whatever you are today, you leave as an AI Automation Engineer. Your ideas shape the program.

Enroll Now →