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Context Handoff: Technical Implementation

This guide explores the technical mechanisms behind SuperModel’s context handoff system, showing how context flows seamlessly between different specialized UI apps while maintaining zero server inference.

Overview

Context handoff enables SuperModel apps to build on previous user interactions, creating personalized experiences that span multiple specialized interfaces. The key innovation is that context flows through the client, not the server, maintaining our zero-inference guarantee.

Context Flow Architecture

Context Data Structure

SuperModel uses a standardized context object that grows throughout the user journey:

Implementation Examples

1. Context Capture in UI Components

Apps capture context through AG-UI events:

2. Context-Aware UI Generation

Apps use accumulated context to personalize generated interfaces:
Context-Aware Generation Prompt

3. Context Enrichment Between Apps

Each app can enrich context for future apps:

Context Persistence Strategies

Benefits of Context Handoff

Personalized Experiences

Each app builds on previous interactions, creating increasingly personalized and relevant experiences.

Reduced Cognitive Load

Users don’t need to re-explain preferences or re-select options. Context carries forward automatically.

Intelligent Routing

Routing decisions consider user journey and context, leading to more appropriate app selections.

Zero Server Inference

All context processing happens on the client. Server never interprets or analyzes context data.

Best Practices

1

Design for Context Growth

Structure your context schema to accommodate new data as the user journey progresses.
2

Capture User Intent

Don’t just track what users do - capture why they do it through interaction patterns.
3

Graceful Degradation

Ensure apps work even with minimal or missing context. Context should enhance, not break experiences.
4

Privacy by Design

Keep sensitive data in client-side context only. Server should never store personal preferences.

Next Steps

Gateway Pattern

Learn how SuperModel orchestrates multi-app workflows with intelligent routing.

Multi-App Workflow

See context handoff in action with a complete shopping journey example.