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    Estuary

    AI Characters that See & Remember

    Ship characters with persistent memory and multimodal perception without building the ML pipeline.

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    End-to-End Character Infra

    Everything needed to bring your AI characters from idea to reality.

    Creation

    Codelessly author your character once and deploy it everywhere: smartglasses, web, mobile, and more.

    Infrastructure

    Advanced capabilities including low-latency conversations, multimodal, multiagent, and multiplayer support.

    Persistence

    Characters that remember. Long-term user relationships and spatial awareness through world models.

    Ownership

    Your data, your infra, your AI. Deploy on private cloud, on-premise, or on-device with complete control.

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    Research & Recognition

    Validated by academia and the builder community.

    Hackathon Wins

    Forget Me Not — XR memory assistant on RayNeo X3 Pro glasses

    MIT Reality Hack 2026 - Best AR Utility (Qualcomm) + 2nd Place XR Health & Wellness Research & Design Track

    Forget Me Not

    Built in 48 hours. A smartglass AI character that remembers a user's life context: names, tasks, routes home and retrieves it through natural conversation. Powered by Estuary's persistent memory and real-time voice pipeline running on RayNeo X3 Pro glasses.

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    Paw Pals Connect — co-located AR virtual pets on Apple Vision Pro

    MIT Reality Hack 2025 - Best Use of Apple Vision Pro

    Paw Pals Connect

    Built in 60 hours. Multiple users share a space with AI pets that learn about their owners through conversation, then autonomously connect compatible owners by initiating play sessions with each other. Powered by Estuary's multiuser support and multiagent coordination on Apple Vision Pro.

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    Published Research

    User-centered design study from CHI 2025 paper

    ACM Human Factors in Computing Systems (CHI) Case Study 2025

    Optimizing SIA Development: A Case Study in User-Centered Design for Estuary

    Interviews with leading AI agent researchers validated the problem Estuary addresses: teams building AI characters face a choice between patching together generic APIs or building custom infrastructure from scratch. Researchers voiced that platform & deployment agnosticity, persistent memory, and multimodal perception - Estuary's core capabilities - are the most critical unmet needs.

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    Estuary framework architecture diagram from IVA 2024 paper

    ACM Intelligent Virtual Agents (IVA) 2024

    Estuary: A Framework For Building Multimodal Low-Latency Real-Time Socially Interactive Agents

    Introduces Estuary's core architecture: a modular, off-cloud framework for building multimodal AI characters with low-latency real-time interaction. Demonstrates how Estuary's design enables characters to run entirely off-cloud for full data privacy while maintaining real-time response across text, audio, and vision modalities.

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