Proof of Usefulness submission

AI Opportunity Execution Harness

Define the evidence before you build

Stop choosing AI projects by vibe.

Paste a hackathon brief, bounty, competition rule page, or internal AI idea. The harness returns a structured feasibility card with eligibility, 8GB Windows fit, risks, evidence lines, and a 48-hour plan.

4 sample opportunities
0 server cost
48h execution plan

Demo video

Built for HackerNoon’s English-first judging context.

Live browser demo

Opportunity brief in, decision card out.

Recommendation

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pending
Eligibility -
8GB fit -
Window -

Risks

    Next 48 hours

      Evidence lines

        What this proves

        The project already made a real decision.

        Selected the right target

        Proof of Usefulness became the active competition because it is open, code-first, and aligned with useful AI tools.

        Avoided platform lock-in

        Microsoft Agent Academy was downgraded because the work would center on Copilot Studio and M365 instead of reusable code.

        Generalized beyond contests

        The same card evaluates internal AI ideas, such as a RAG support bot, before a team commits build time.