Vibe Engineering Workshop
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Orchestrating AI to Build a Zero-Cost SaaS with Vibe Engineering

A practical workshop on building real-world products using AI-native engineering workflows

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Let’s Set the Expectation

Over the next 3 hours, we are NOT going to just watch AI generate code.
We are going to think like engineers.
We are going to identify a real problem.
We are going to use AI systems to engineer a working solution.
By the end of the session, we will have a deployed SaaS product solving a real problem.
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Engineering systems with AI instead of randomly prompting tools.
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Coming Back to the Title

Orchestrating AI to Build a Zero-Cost SaaS with Vibe Engineering
What does this title actually mean?
Orchestrating AI → Using multiple AI systems strategically
Zero-Cost SaaS → Building production-ready systems using free-tier infrastructure
Vibe Engineering → Moving beyond random prompting into structured engineering workflows
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Engineering systems with AI instead of randomly prompting tools.
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Two Ways of Using AI

AI as Companion → AI assists your existing workflow
AI as Complete System → AI becomes part of the engineering pipeline
Today, we are focusing on AI as a complete engineering system.
Our goal is NOT to build a unicorn startup today.
Our goal is to solve a REAL problem for REAL people.
Even if only 10 people use it, if it solves a real pain point, it matters.
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Engineering systems with AI instead of randomly prompting tools.
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Vibe Coding vs Vibe Engineering

Vibe Coding

Random prompting
No architecture thinking
AI generates chaos
No verification process
Hard to scale or maintain

Vibe Engineering

Structured specifications
Architecture-first mindset
AI orchestration workflows
Verification and debugging loops
Production-ready engineering
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Let’s Solve a Problem

Before writing code, let’s identify a real-world problem.
What pain points do people around you face every day?
What repetitive process can be simplified?
What problem would YOU personally use a solution for?
Today we are building an AI-powered group expense manager.
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Engineering systems with AI instead of randomly prompting tools.
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Antigravity

Using AI-native workflows to move from idea → specification → architecture → deployment

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Connect With Me

Scan the QR code to connect with me on LinkedIn.
Follow along during the workshop.
Ask questions, share ideas, and build together.
LinkedIn QR Code
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Today’s Product

AI Personal Expense & Group Split Manager
Voice-based expense input
AI understands natural language
Automatic expense categorization
Group expense splitting
Realtime balances and analytics
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Engineering systems with AI instead of randomly prompting tools.
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The Future of Engineering

The future developer is not the person who types the fastest.
The future developer is the engineer who can orchestrate intelligence effectively.
AI is not replacing engineering.
AI is compressing implementation time.
Engineering thinking becomes MORE valuable in the AI era.
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Engineering systems with AI instead of randomly prompting tools.