Datapreneur Social

🚀 Code Vipassana Season 13 kicks off on January 21st!

We're shifting gears from RAG and agents to focus on Production-Grade Intelligent End-to-End Architectures that bring speed, scale, security, and intentional AI to your business applications.

📍 Register for the full season: https://codevipassana.dev

🎯 What's Session 1 About?

Join us for the first session where Abirami Sukumaran will guide you through:

• AlloyDB Quick Setup – Get your database infrastructure ready for production
• Application Development – Connect and build applications on Cloud Run with AlloyDB

This is hands-on, developer-focused training that goes beyond theory.

📅 Session Details

• Date: January 21, 2026
• Time: 8:00 PM - 9:30 PM IST
• Format: Live interactive session (not a webinar!)
• Speaker: Dr. Abirami Sukumaran

🛠️ Resources You'll Use

• Quick Setup Guide: https://codelabs.developers.google.com/quick-alloydb-setup
• Application Development Guide: https://codelabs.developers.google.com/connect-to-alloydb-on-cloudrun

🏆 What Makes Season 13 Special?

This season focuses on three pillars of production AI systems:
✅ The Private Vault – Zero-Trust Security with AlloyDB RLS
✅ The Surplus Engine – Real-time reasoning with Gemini 3 Flash
✅ The Hyperdrive – 1 Million Vectors with Zero Loops

This is not a webinar. This is a developer-architect transformation engine.
We're building the systems that will define the next generation of AI applications.

⚡ Session 2 of Code Vipassana Season 13 – The Surplus Engine

After setting up your AlloyDB infrastructure in Session 1, we're now diving into real-time reasoning at scale with Gemini 3 Flash.

📍 Full Season Access: https://codevipassana.dev

🎯 What's Session 2 About?

Join Abirami Sukumaran as she demonstrates how to build The Surplus Engine – a production-grade system that combines:

• Gemini 3 Flash for lightning-fast AI reasoning
• AlloyDB for high-performance data operations
• Real-time processing for intelligent business applications

Learn how to architect systems that think and respond in real-time, turning data into actionable intelligence instantly.

📅 Session Details

• Date: Thursday, January 22, 2026
• Time: 8:00 PM - 9:30 PM IST
• Format: Live hands-on session with real code
• Speaker: Dr. Abirami Sukumaran

🛠️ What You'll Build
Follow along with our sustainability application code lab that showcases real-world AI reasoning:
Codelab: https://codelabs.developers.google.com/gemini-3-flash-on-alloydb-sustainability-app

🔥 Why This Matters

The Surplus Engine represents a new paradigm: AI that doesn't just respond, but reasons in real-time with your production data. This is how modern intelligent applications are built.

Part of Season 13's Production-Grade Architecture Series:

✅ Session 1: Setting up AlloyDB and integrating with your apps
✅ Session 2: The Surplus Engine (Real-Time Reasoning) ⬅️ You are here

This is not a webinar. This is where theory meets production reality.

🚀 Day 3 of Code Vipassana Season 13 – The Hyperdrive

Ready to break the performance ceiling? Session 3 introduces The Hyperdrive – where we process 1 million vectors without a single loop.

📍 Join the Season: https://codevipassana.dev

🎯 What's Session 3 About?

Abirami Sukumaran returns to show you how to shatter traditional embedding generation bottlenecks:

• Generate embeddings at massive scale – Think millions, not thousands
• Zero loops architecture – Leverage AlloyDB's native capabilities for parallel processing
• Production-grade vector operations – Built for real-world AI workloads

This is the session that transforms how you think about embedding generation in production systems.

📅 Session Details

• Date: Friday, January 23, 2026
• Time: 8:00 PM - 9:30 PM IST
• Format: Live deep-dive with production patterns

🛠️ What You'll Master
Learn the architecture that makes scale effortless:

• Code lab: https://codelabs.developers.google.com/embeddings-at-scale-with-alloydb

The HyperDrive Difference
Most developers loop through records. You'll learn to let the database do what it does best – parallel, set-based operations at blazing speed. This isn't just faster code; it's a fundamentally different approach to AI infrastructure.

Season 13's Production-Grade Architecture Journey:
✅ Session 1: Setting up AlloyDB
✅ Session 2: The Surplus Engine (Real-Time Reasoning)
✅ Session 3: The Hyperdrive (Million-Scale Vectors) ⬅️ You are here

This is not theory. This is production AI at scale.

🔐 Day 4 of Code Vipassana Season 13 – The Private Vault

Security isn't an afterthought in production AI systems—it's the foundation. Welcome to The Private Vault, where we build intelligence that inherently understands access boundaries.

📍 Complete the Journey: https://codevipassana.dev

🎯 What's Session 4 About?

Abirami Sukumaran demonstrates how to architect Zero Trust Intelligence:

• Row-Level Security (RLS) in AlloyDB – Security at the data layer, not the application layer
• Zero Trust AI agents – Intelligence that respects permissions natively
• Production-grade access control – Build systems where security is automatic, not bolted on

Learn how to create AI applications where every query, every insight, and every action respects user permissions by default.

📅 Session Details

• Date: Monday, January 26, 2026
• Time: 8:00 PM - 9:30 PM IST

🛠️ What You'll Build
Architect security-first AI systems from the ground up:

• Codelab: https://codelabs.developers.google.com/zero-trust-agents-with-alloydb

🛡️ Why Zero Trust Intelligence?

The most sophisticated AI in the world is worthless if it leaks data. The Private Vault shows you how to build systems where security is inherent in the architecture—where the database itself enforces access control, and AI agents operate within these boundaries automatically.

Season 13's Production-Grade Architecture Series:
✅ Session 1: The Private Vault Foundation (AlloyDB Setup)
✅ Session 2: The Surplus Engine (Real-Time Reasoning)
✅ Session 3: The Hyperdrive (Million-Scale Vectors)
✅ Session 4: The Private Vault (Zero Trust Intelligence) ⬅️ You are here

This is production AI done right: secure by design, intelligent by architecture.