I Built a Hackathon Platform Because I Was Tired of Hackathons Breaking in the Same Places
Описание и применение
HackNext – самодостаточная платформа для хакатонов, решающая проблемы непоследовательной оценки, сетевых сбоев и разрозненных инструментов, обеспечивая устойчивость и предсказуемость даже при отключении интернета.
Задача
Hackathons often suffer from inconsistent judging, network bottlenecks, and fragmented tooling, making organization difficult.
Результат
HackNext delivers a robust, self‑hosted hackathon platform that handles network failures, scoring inconsistencies, and deployment edge cases, enabling organizers to run more reliable events.
Рабочий процесс
- Identify recurring hackathon pain points
- Define a self‑hosted architecture avoiding cloud dependencies
- Implement core stack: React + Express + PostgreSQL + Docker Compose
- Design for offline resilience: local storage, self‑contained services
- Add per‑judge score normalization to mitigate scoring variance
- Handle zero‑variance edge case in scoring algorithm
- Implement health checks, startup ordering, migrations, and deterministic seeding for Docker deployments
- Model judge assignment as a mathematical constraint to enforce feasibility
- Iterate on rules and constraints to cover edge cases (network failure, deadline passes, configuration impossibility, unauthorized access)
Доказательства
Judging could feel inconsistent. Connectivity could become a bottleneck. Organizers were forced to stitch together forms, spreadsheets, messages, and separate tools just to run one event.
The specification required the platform to work in a self-hosted environment without relying on cloud services.
HackNext uses per-judge score normalization to reduce the effect of differences in scoring range and style.
We explicitly handled the zero-variance case instead of pretending it wouldn't happen.
Health checks, startup ordering, migrations and deterministic seeding became part of the product — not just deployment configuration.
- Дата записи: 2026-10-01T20:25:54.094Z