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Build 2.139 · 05 Nov 2026, 10:27 UTC

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    Conversation AI Hackathon 2026
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    Conversation AI Hackathon 2026

    Background and Problem Statement

    All teams must include a demo video URL in their GitHub repository (preferably in the README file) as part of the final submission. Submissions without the video link may not be considered for evaluation.

    Proxa Echo is an AI-powered roleplay and certification platform built for pharmaceutical and life sciences sales organizations. It enables sales representatives to practice high-stakes conversations with simulated healthcare professionals (HCPs) — building confidence, clinical credibility, and compliance readiness before ever entering the field.

    The core experience requires a lifelike, conversational AI avatar — one that can listen, respond in real time, and simulate a realistic face-to-face interaction. We are currently evaluating alternatives to our existing third-party avatar provider due to three critical limitations:T

    • Token costs at scale are prohibitive for enterprise deployment

    • The API was designed for one-way video generation (marketing, training), not real-time conversational AI

    • Reliance on a closed third-party platform creates unacceptable product risk — we have no control over pricing changes, API deprecations, or feature direction

    We explored available open-source options and found none that meet the requirements of low-latency, conversational, avatar-based interaction. That gap is the opportunity this hackathon is designed to solve. 

    What We’re Looking For

    We are looking for working software — not concepts or mockups — that demonstrates a real-time, conversational AI avatar capable of being integrated into a web-based application. The solution should be open-source or licensable by Proxa Labs for commercial use. 

    Requirement

    Avatar speech must be synchronized to audio in real time. Latency from audio input to visible lip movement should be under 300ms for a natural conversational feel.

    Natural Language Input

    The system must accept voice input from the user, transcribe it, and pass it to an LLM (e.g., Claude, GPT-4) to generate the avatar’s response.

    LLM Integration

    Must support integration with Anthropic Claude or OpenAI GPT-4 APIs to power the avatar’s dialogue and personality.

    Expressive Facial Animation

    Avatar should display natural head movement, eye movement, and basic emotional expression (neutral, engaged, skeptical, positive).

    Web-Based Delivery

    The solution must run in a modern browser environment (Chrome/Safari) without requiring local software installation.

    Persona Configuration

    Ability to configure the avatar’s name, role, personality traits, and dialogue behavior via a system prompt or config file.

    Session State Management

    The avatar should maintain conversational context across a multi-turn session (minimum 10–15 exchanges).

    Mobile Browser Support

    iOS, Safari, Android, Chrome

    Judging Criteria

    • Conversational Realism — latency, lip sync, expressiveness: 40%

    • Technical Completeness — all core requirements met and functional: 30%

    • Integration Quality — clean API / SDK that Proxa Labs can adopt: 20%

    • Code Quality — well-documented, maintainable, production-ready: 10%

    Prize Pool

    $10,000 USD (Awarded to Top 3 teams)

    • First Prize: $7,000

    • Second Prize: $2,000

    • Third Prize: $1,000

    Who Can Enter

    Open worldwide – software engineers, AI researchers, Indie developers

    Submission Deadline

    May 15, 2026

    Format

    Remote/online – Submit via Github + video demo (non-negotiable)

    Judging

    Proxa Labs engineering and product teams

    Bonus Award

    Invitation for future consulting to continue building out the platform, public recognition, and portfolio features on Proxa Labs marketing

    Submission Requirements

    All submissions must include:

    • Public GitHub repository with full source code and an open-source or commercial-compatible license (MIT, Apache 2.0, or equivalent)

    • A README with clear setup instructions, dependencies, and architecture overview

    • A working demo video (3–5 minutes) showing the avatar in a live conversational session — voice in, avatar responds in real time

    • A brief written document (1–2 pages) describing your technical approach, key design decisions, and any known limitations

    • Documentation of any third-party APIs or models used, including licensing terms

    Rules and Eligibility

    • Open to individuals and teams worldwide — no geographic restrictions

    • Teams may be up to 4 members; each person may only participate in one team

    • Submissions must be original work created during the hackathon period

    • Use of open-source libraries and pre-trained models is permitted and encouraged

    • Proxa Labs retains the right to negotiate licensing of winning solutions; IP ownership remains with the submitting team unless otherwise agreed

    • Proxa Labs reserves the right to disqualify submissions that do not meet core requirements or contain plagiarized code

    • Prize payments will be made via wire transfer or Wise within 30 days of the winner announcement

    Technical Context for Builders

    To help you build in the right direction, here is how the solution will integrate into Proxa Echo:

    • The avatar engine will be embedded in a React-based web application

    • Each session is initialized with a system prompt defining the HCP persona (name, specialty, personality, mood, product context)

    • The rep’s voice input is captured in the browser, transcribed, and sent to an LLM — the avatar speaks the LLM response

    • Sessions run 5–15 minutes with continuous multi-turn dialogue

    • The solution must support at least 3–5 distinct avatar appearances (different HCP personas)

    • Production infrastructure is AWS-based; solutions should be containerizable (Docker preferred)

    Event ended
    May 15, 2026
    Event
    Apr 10 – May 15, 2026
    Prize pool
    $10,000
    Entry
    Free
    Apr 10 – May 15, 2026
    5:27 AM UTC – 5:28 AM UTC · Virtual
    Remote
    AIConversational AIFull Stack

    Who's building

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    215
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    185
    Teams

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