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WorkshopRuns on requestAI & Agentic AIAgentsTool callingMCPPython

Agent Builder Lab

Two hands-on days building your first real agent (a goal, tools, boundaries and the ability to act), starting from use-case discovery, because the expensive mistake in agentic AI is building an agent for a problem that needed a workflow. You leave with a working tool-using agent and a reusable design template.

Designed for

  • Developers who understand APIs and basic LLM integration
  • Teams being asked "can an agent do this" and needing a real answer
  • Engineers who built a chatbot and want it to actually do things
  • Technical leads scoping their first agentic project
Fee
₹2,700
Duration
2 days · 16 hours
Each day
09:00 – 17:00
Mode
Offline / Online
Request a schedule

The 2 days, hour by hour

10 hands-on sessions: every one ends in a thing

Day 1

09:00 – 17:00

Discover and design

5 sessions

09:00 – 10:15

Draw the line between agent and everything else

AI vs GenAI vs automation vs agentic, the agent loop, honest definitions

Takeaway Four real systems classified correctly, including the "agent" that is actually a cron job.

10:30 – 11:45

Hunt for agentic use cases in real work

use-case discovery, scoring value vs risk, the toolkit

Takeaway Your own work mined for candidates and scored: a ranked shortlist, not a brainstorm.

12:00 – 13:00

Decide what each problem actually needs

prompt vs automation vs workflow vs agent, cost of agency

Takeaway Each shortlisted case routed to the cheapest thing that solves it. Most are not agents, and that is the lesson.

14:00 – 15:15

Design the agent before building it

goal and success criteria, tool boundaries, approval points

Takeaway A one-page agent design (goal, tools, boundaries, approvals, success criteria) reviewed by the room.

15:30 – 17:00

Stand up the skeleton

the agent loop implemented, first tool, first trace

Takeaway The loop running with one tool, and its first trace read line by line.

Day 2

09:00 – 17:00

Build and constrain

5 sessions

09:00 – 10:15

Give it real tools

tool selection, schemas the model uses well, MCP tools

Takeaway The agent choosing correctly between three tools, because the schemas made the choice easy.

10:30 – 11:45

Add state and constraints

task state, budgets and stop conditions, runaway prevention

Takeaway A budget and stop condition that end a runaway loop: triggered on purpose, stopped on cue.

12:00 – 13:00

Put a human where it matters

approval gates, consequential actions, escalation

Takeaway The agent pausing for approval before the irreversible step, and proceeding cleanly after it.

14:00 – 15:15

Test against failure, not just success

failure scenarios, tool errors, wrong-tool recovery

Takeaway The agent surviving a failing tool and a misleading input: behaviour verified, not hoped for.

15:30 – 17:00

Template it for the next one

the design template, demo, what a second agent would reuse

Takeaway Your agent demoed, and the reusable design template that makes the second agent a day's work.

By the end of day 2, you are holding

A working single agent that chooses and uses tools within explicit boundaries, its traces readable end to end, plus the use-case scoring toolkit and agent design template you will reuse on every agentic project after this one.

No dates announced

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How will you join?

Laptop ready with the prerequisites?

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Who runs it

Practitioners, in the room with you

All trainers and mentors

Each workshop names its trainer before you book.

  • Vishal Shah

    Vishal Shah

    Founder & Principal Trainer

    Two decades building and teaching commerce, banking and cloud platforms, and still writing code

    • Java & Spring Boot microservices
    • TypeScript, React, Angular & Next.js
    • Composable commerce (commercetools)
    Full profile →
  • Shrenik Shah

    Shrenik Shah

    Principal Trainer

    Cloud and AI architect who has upskilled over 5,000 engineers in Java, React, Python and cloud

    • Python: Django, Flask, GenAI & agentic workflows
    • Java & Spring Boot
    • React & Angular, micro-frontend architecture
    Full profile →

Running this for a team?

We deliver SkillLabs on site for institutions and engineering teams.

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₹2,700

2 days · 16 hours

Request a schedule