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Multi-Agent Debate Report
52 Projects Evaluated → 10 Shortlisted
Four AI agents debated college application projects: Advocate, Skeptic, Strategist, and Realist. Each project was scored on user impact, leadership potential, technical depth, admissions signal, and feasibility. Here's how the debate unfolded.
ADVOCATE
SKEPTIC
STRATEGIST
REALIST
The Case FOR Each Project
ADVOCATE Educational Content (YouTube/Tutorial)
"Educational content creation is the highest-leverage activity a student can do. It forces deep understanding (you can't teach what you don't know), builds communication skills that are critical for CS, and directly helps hundreds or thousands of people. The signal to colleges is clear: this student has mastered the material enough to explain it to others."
ADVOCATE OSS Library Maintainer
"Taking over maintenance of an abandoned but useful open source library shows responsibility, technical competence, and willingness to do unglamorous but critical work. Colleges want students who understand stewardship — taking care of something larger than yourself."
ADVOCATE Local Business Websites
"Building websites for local businesses is the ultimate demonstration of applied skills. It's client-facing work requiring communication, scope management, and delivery. Each successful project has real beneficiaries. This is what CS education should produce."
The Case AGAINST Each Project
SKEPTIC Educational Content
"Getting 1000 subscribers on YouTube requires consistent quality output over 6-12 months. The competition is fierce. Many educational channels have fewer than 100 subscribers. The risk is that months of producing content nobody watches signals 'couldn't build an audience' — not what we want."
SKEPTIC OSS Library Maintainer
"Which library? The reality is boring bugfixes and dependency updates. And what if the library is actually broken beyond repair? Being trusted as an open source maintainer requires existing credibility — it's hard to get maintainer access without prior contributions."
SKEPTIC Local Business Websites
"Client work is hard. Underscoped, deadline slips, scope creep, difficult clients — these are real problems. A HS student managing 5-10 clients while doing schoolwork and applications is a recipe for burnout or failed deliverables."
Strategic & Feasibility Analysis
STRATEGIST Admissions Perspective
"The best case for educational content is genuine passion and communication ability. Strategy: set a concrete goal. Instead of 'build an audience', commit to 'produce 12 high-quality tutorials and get them featured on Hacker News'."
"For OSS maintenance, the strategic value is community involvement — traits selective colleges explicitly look for. Strategy: start by making small contributions to several libraries, then propose taking over maintenance of one."
"Local business websites are highly believable because they're verifiable. A local business owner can say 'yes, this student built our website'. Strategy: commit to 3 businesses, set clear deliverables."
REALIST Feasibility Check
"To get 1000 subscribers: need 20-30 videos averaging 30-50 views each. Achievable in 3-6 months of consistent posting. But requires genuine skill AND video production skills. Realistic timeline: 6 months before meaningful traction."
"OSS maintenance requires: (1) identifying the right library, (2) making meaningful contributions, (3) building community trust, (4) being granted maintainer access. Timeline: 3-6 months. Feasibility: HIGH if comfortable with Git workflows."
"Can a HS student build a professional business website in 2-4 weeks? Yes, with WordPress/Wix. Realistically, 3 websites in a summer is a good pace. Feasibility: MEDIUM-HIGH. Main risk is client management."
Tier 1 — Highest Impact + Feasibility
- Educational Content (23 raw score) — Despite skepticism, achievable if structured properly. Key: quality over quantity, narrow topic for depth.
- Local Business Websites (22 raw score) — Real, verifiable, client-facing. Demonstrates applied skills, communication, delivery.
- GitHub Actions CI/CD Library (22 raw score) — Tool-building, developer empathy, practical CS problem-solving.
Tier 2 — High Impact + Requires Strategy
- OSS Library Maintainer — Strong signal but requires building credibility first. Contribute first, maintain later.
- Local News Brief Generator — Technical depth + consumer product + real users.
- Free Tutoring Platform — Leadership + social impact. Better as direct tutoring, not platform.
- AI Study Tutor — Technical depth + practical AI application. Must solve a real learning problem.
Tier 3 — Close Calls
- Tech Community Events — Great leadership signal but time-intensive.
- College Application Tracker — Useful but crowded space. Must find unique angle.
- Flashcard App — AI + education but must differentiate from Anki/Quizlet.
- Accessible Recipe App — Accessibility focus is powerful signal with clear problem.