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Hackathon Sprint

Gemma 4 Good

This page is the routing layer for the Gemma 4 Good Hackathon . It connects the official challenge, the Gemma 4 article, and the build-session brief into one submission path.

Official Competition

Gemma 4 Good

Official Kaggle competition for impact-oriented Gemma 4 builds.

Submission Deadline

May 18, 2026

Plan backward from the deadline and keep the scope tight.

Prize Pool

$200,000

Public announcement also references an Unsloth-specific fine-tuning prize.

Best Fit Here

2 build tracks

Campaign Copilot or Search Visibility Agent, both already scoped in the build brief.

Working Sequence

Keep the workflow tight. The common failure mode here is overbuilding the first version.

1

Read

Start with the Gemma 4 article so the build has a clear strategic frame.

2

Pick

Choose one narrow use case and keep the first version end-to-end.

3

Build

Implement tool calling, memory, and guardrails before adding fine-tuning.

4

Ship

Prepare a public repo, a short demo, and a technical write-up for submission.

Submission Basics

What judges need to see

  • Working demo that shows the model and tool layer doing real work
  • Public code repository with a clear README and setup instructions
  • Technical write-up explaining architecture, model choice, and evaluation
  • Short demo video suitable for judges to review quickly
Review official brief

Recommended build tracks

Both tracks are already scoped in the All-Hands page. Pick one. Do not try to submit both unless one is clearly a thin extension of the other.

Track A

Campaign Copilot

More accessible
  • Chat interface over campaign data
  • 3 to 5 well-scoped tools
  • Structured recommendations, not autonomous execution
  • Optional LoRA fine-tuning on historical analyst outputs

Track B

Search Visibility Agent

More technical
  • Rendered SERP capture with Playwright or Puppeteer
  • Gemma 4 vision analysis over screenshots
  • Structured JSON visibility reports
  • Historical comparison and alert thresholds

Impact Framing

How to position a marketing build credibly

The challenge is impact-oriented. A marketing submission needs a defensible public-interest use case, not just a better conversion engine.

  • AI-mediated search visibility tooling for smaller brands
  • Privacy-preserving marketing copilots that keep sensitive data local
  • Compliance or QA systems that reduce harmful or misleading marketing output

Scope Discipline

What to avoid

Bad scope

  • General-purpose marketing super-agent
  • Too many tools without clear tool routing
  • Fine-tuning before the base harness works
  • Claims of autonomy without audit or approval gates

Good scope

  • One user problem, solved end to end
  • Small tool surface with clear schemas
  • Visible guardrails and validation
  • Evidence that the system actually works

Next Moves

Use this page as a routing layer

This page should not duplicate the build brief. It should route people quickly to the right material and make the submission shape obvious.