Build with AI: The "Memory Agent" — Persistent Personalization with Gemini 3
Details
The Mission: From "Hello" to "Welcome Back" 🧠
The biggest limitation of most AI apps is that they have "Goldfish Memory"—every time you open the app, it’s like meeting a stranger.
Tonight, we change that. We are building an agent that uses Gemini 3’s 2-million-token context window and a new Memory Skill to create a truly personalized experience. Your app will remember that you hate cilantro, prefer 15-minute meals, and that you scanned an onion three days ago.
What You’ll Build:
The Context Engine: A system that stores user "Facts" (Allergies, Likes, Dislikes) and injects them into every AI prompt automatically.
The History Vault: A UI that allows users to "scroll back in time" to see previous scans and recipes.
The Proactive Chef: An agent that doesn't just wait for a scan; it suggests a meal plan based on the combination of your last three scans.
The Tech Stack:
Gemini 3 Flash: For lightning-fast reasoning over long-term context.
Google Antigravity: Our agent-first IDE platform.
Flutter: The framework for building beautiful, multi-platform apps.
The Memory--Architect Skill: Our custom "Brain Pack" for handling persistent data.
🎟️ "Wait, I missed Sessions 1 and 2!"
No problem! Like all sessions in this series, this is a standalone event. We provide "Jumpstart Scripts" that will catch you up to speed in under 60 seconds. You’ll get the "Vision" and "Vibe" capabilities from previous sessions pre-installed so you can focus entirely on AI Memory.
Agenda:
6:00 PM: The "Memory" Demo — Showing an app that "knows" its user.
6:15 PM: The Jumpstart — Installing the Memory--Architect Skill.
6:30 PM: Personalization Logic — Teaching the AI to store and retrieve "User Facts."
7:00 PM: The "Omniscient" Prompt — Combining Vision, Brand, and Memory.
7:20 PM: Show & Tell + Q&A.
Agenda
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Hosted By
Carol Bolger, GDG Organizer
Web and Mobile application developer, with a focus a Laravel and Flutter.
Google Cloud Certified Associate Cloud Engineer.
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-tampa-bay-presents-build-with-ai-the-memory-agent-persistent-personalization-with-gemini-3/.
