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Can AI Give Good Feedback? Build One and Find Out

Amsterdam Tech Week Hackathon
June 17, 2026 | 18:00–21:00
FeedbackFruits, Amsterdam


The Challenge

Can you build an AI agent that gives better feedback than your peers?

Design, test, and refine an AI-powered feedback agent for science writing. Your agent helps students improve their summaries using the Universal Science Writing Rubric.


Before You Begin

First time with GitHub? You'll need a GitHub account to participate.

Don't have VS Code and GitHub Copilot yet? No problem! You'll set these up during Phase 1 (Step 6) using our Setup Guide.

Want to prepare in advance? Follow the Setup Guide to install:

  • VS Code
  • GitHub Copilot extension (free trial available)
  • Git

Agenda (3 Hours)

18:00–18:15 | Welcome & Introduction

Get oriented and hear from FeedbackFruits

  • 18:00-18:05: Welcome and event overview
  • 18:05-18:15: FeedbackFruits presentation on educational feedback

Experience the task before building the AI

Write summaries, share reactions, learn the rubric, then fork the repo.

→ Start Phase 1


19:05–19:50 | Phase 2: Agent Design

Build your AI feedback agent

Design your agent's strategy, create instruction file, test it, and commit.

→ Start Phase 2


19:50–20:15 | Phase 3: Cross-Testing

Evaluate another team's agent

Test another team's agent and submit structured feedback via GitHub Issues.

→ Start Phase 3


20:15–20:40 | Phase 4: Iteration

Improve based on feedback received

Review feedback on your agent, make improvements, test, and commit v2.

→ Start Phase 4


Test multiple agents and share insights

Test agents freely, share your favorite in GitHub Discussion with explanation, and reflect together.

→ Start Phase 5


Quick Reference

Setup & Preparation:

  • SETUP.md — Install VS Code, Git, and GitHub Copilot

Key Files:


About This Research

This hackathon is part of a study on AI-mediated feedback design. Your participation helps us understand what learners value in AI feedback systems.

See CONSENT.md for details. Participation is voluntary.


Need Help?

  • Setup Issues: See SETUP.md troubleshooting section
  • Event Questions: Ask a facilitator
  • Technical Issues During Event: Ask a facilitator
  • Research Questions: See CONSENT.md
  • Current Phase: Follow the phase guide links above

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