Urgent.News

What's breaking now, across thousands of outlets.

Tech

12 Hours, One Developer, and My First Solo Hackathon

12 Hours, One Developer, and My First Solo Hackathon My experience building DocDrift at Hacktoberfest 2026. Some experiences teach you more in a few hours than weeks of preparation ever could. My first solo hackathon was one of them. At Hacktoberfest 2026, I took on a challenge that pushed me beyond simply writing code. I had to understand the problem, plan a solution, build it, test it, document…

My first solo hackathon was a 12-hour experience at Hacktoberfest 2026 where I built DocDrift, an Automated Documentation Drift Detection System. The challenge extended beyond coding to understanding the problem, planning a solution, building, testing, documenting, and navigating GitHub's workflow. DocDrift aimed to detect gaps between code changes and outdated documentation.

After building the core detection with deterministic logic, I created a test case demonstrating its usefulness. The hackathon also taught me about GitHub's branches, commits, pull requests, and CI checks. The most memorable moment was around 2 AM when a team received a drink, burger, and stickers, emphasizing the camaraderie of hackathons.

The most valuable takeaway was learning to build, test, and deliver a project under a deadline, turning one problem, one project, and one developer into a meaningful milestone in my development journey.

Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

Read the original at dev.to →

More in Tech

AeroLoop — The Air-Quality Agent That Keeps Its Own Ghosts

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine What I Built AeroLoop — The Air-Quality Agent That Keeps Its Own Ghosts 👻 What if an AI agent…

  • AeroLoop predicts London's PM2.5 levels using weather features and linear correction.
  • AI agent stores failed predictions as historical ghosts for future learning.
  • Holdout set prevents future data leakage during model evaluation.

More from Saturday 31 October →