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What Judges Actually Score: Notes From a Year of Hackathon Judging

I judged three hackathons over about ten days this July: MLH x DigitalOcean "AI for Social Good" on July 11, the Sports World Cup Hackathon in San Fra…

hackathoncareerstartupbeginners
Dev.to Jul 27, 2026, 00:22 UTC
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We made SigNoz's LLM observability actually reachable…

-and added the one signal it was missing Track 01 — AI & Agent Observability. A hackathon project built from scratch, July 20–26, 2026. There's a …

observabilityopentelemetryllmhackathon
Dev.to Jul 26, 2026, 17:01 UTC
EN

The Rubric Line That Sent Me Down a Three-Layer Debugging Rabbit Hole

Two days before my hackathon deadline, I re-read the judging criteria for the track I was submitting to and found a sentence I'd apparently skipped th…

aihackathonlanggraphdebugging
Dev.to Jul 20, 2026, 00:44 UTC
EN

🚀 Building Two AI-Powered Solutions at HACKHAZARDS '26: VeritasFlow & PermitFlow

🚀 Building Two AI-Powered Solutions at HACKHAZARDS '26: VeritasFlow & PermitFlow How our team built two AI-powered solutions—VeritasFlow and Permi…

aiproductivitybuildinpublichackathon
Dev.to Jul 15, 2026, 14:43 UTC
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How I Built an AI Decision Copilot to Help India Prepare for the 2026 El Niño Crisis

Building an explainable AI platform that helps district administrators allocate resources and farmers make better crop decisions using Gemini, Vertex …

aihackathongooglecloudlearning
Dev.to Jul 10, 2026, 06:36 UTC
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How I built an AI Dungeon Master that actually remembers what you did three sessions ago

% embed https://youtu.be/emnUvx4V8as % ## The demo moment Player types: "I push open the door of The Salt Lantern and step inside, shaking the rain of…

cogneeaihackathonpython
Dev.to Jul 5, 2026, 12:18 UTC
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What Six Arguing AI Agents Taught Me About Building One That Actually Works

I broke my own project on purpose, twice, before it worked. Here's the story. Round one: the debate club My first idea for this hackathon sounded grea…

alibabachallengeailinuxhackathon
Dev.to Jul 4, 2026, 18:23 UTC
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Building a 10-Agent Security Civilization with Qwen and Alibaba Cloud 🛡️🤖

Security auditing is broken. If you’ve ever run a static analysis tool (SAST) on a large codebase, you know the pain: thousands of alerts, zero contex…

aialibabacloudhackathonqwencloud
Dev.to Jul 4, 2026, 13:24 UTC
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Port Mortem 2026 - Hackathon

Port Mortem 2026 — Rewrite Real Software. Prove It Still Works. The software industry is entering a new era. AI can now rewrite thousands of lines of …

hackathonwebdevopensourceai
Dev.to Jul 3, 2026, 11:37 UTC
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How We Built an AI That Remembers Your Team's Failures — Before They Happen Again

Built at HackHazards '26 · FlowMind The Problem Nobody Talks About Every semester, student teams repeat the same mistakes. Wrong person assigned to th…

aiwebdevhackathonproductivity
Dev.to Jul 1, 2026, 16:09 UTC
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Building a Multi-Modal Evidence Review Agent for Damage Claims

GitHub: Arul1998/hackerrank-orchestrate-solution Insurance and warranty claims appear straightforward: customers describe the issue and upload photos.…

aipythonopenaihackathon
Dev.to Jun 30, 2026, 16:20 UTC
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Building a passwordless, Gemini-advised dashboard on the "zero stack"

I built Kajota Pulse and wrote this article as my entry for the **AWS × Vercel "H0: Hack the Zero Stack" * hackathon ( #H0Hackathon ). Live app: kajot…

hackathonawsvercelai
Dev.to Jun 29, 2026, 23:19 UTC
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Building Quudos: a casting platform on Amazon Aurora + Vercel

I created this post for the purposes of entering the H0: Hack the Zero Stack with Vercel v0 and AWS Databases hackathon. #H0Hackathon Inspiration — th…

aiawshackathonvercel
Dev.to Jun 29, 2026, 18:24 UTC
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How I Built ShopSmart AI with AWS DynamoDB and Vercel for the H01 Hackathon tags: aws, vercel, nextjs, hackathon

I created this project for the H01 AWS + Vercel Hackathon (#H0Hackathon). What I Built ShopSmart AI is a conversational shopping assistant that helps …

awsvercelnextjshackathon
Dev.to Jun 28, 2026, 20:20 UTC
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I Built a Music Production Tracker for the H0 Hackathon

I Built Finito: A Production Tracker That Actually Gets Music Producers *I created this post for the purposes of entering the H0 Hackathon. H0Hackatho…

aihackathonwebdevproductivity
Dev.to Jun 28, 2026, 16:33 UTC
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How I built multi-tenant Row Level Security with Aurora PostgreSQL for a B2B SaaS — H0 Hackathon

I'll be honest: I almost did multi-tenancy the wrong way. When I started building InspectIQ "a SaaS platform for Florida home inspectors" my first ins…

hackathonawspostgresarchitecture
Dev.to Jun 26, 2026, 15:21 UTC
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How I built ZeroAudit — AI-powered SOC 2 compliance automation with AWS DynamoDB and Vercel

SOC 2 Type II audits are painful. Auditors want evidence for 42 controls — who has access, are vulnerabilities patched on time, does every deployment …

awsvercelnextjshackathon
Dev.to Jun 25, 2026, 10:32 UTC
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I Built a Telegram-Inspired Messaging App Out of Boredom — Meet IGram

Sometimes, the best ideas come when you least expect them — like at 2 AM, scrolling through social media with nothing exciting to do. That’s exactly h…

hackathonaiprogrammingproductivity
Dev.to Jun 25, 2026, 00:24 UTC
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Hackathon Survival Guide: Questions Every Team Should Be Ready to Answer 🚀

As someone who has participated in multiple hackathons and won a national-level hackathon, I've noticed that many teams focus heavily on coding but un…

hackathonaibeginnerscareer
Dev.to Jun 18, 2026, 12:22 UTC
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I built a release intelligence agent in 4 days with Coral, Groq, and Claude Code. Here's the exact route

5 days. Solo. First hackathon. One dashboard that tells you whether to ship. This is not a polished retrospective. This is the actual route I took — w…

coralhackathonwemakedevssql
Dev.to May 31, 2026, 19:11 UTC
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How I Built RepoSense: A GitHub Intelligence CLI With Coral SQL

Every developer I know has the same problem: 300 open issues, 40 stale PRs, a security label buried somewhere in the noise — and no fast answer to wha…

coralsqlgithubhackathon
Dev.to May 31, 2026, 08:17 UTC
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My Journey Through Hackathons (~₹4L)

I started participating in hackathons during my first year of college. At that time, I had very little idea about how hackathons actually worked. I ju…

web3blockchainhackathoncomputerscience
Dev.to May 30, 2026, 08:35 UTC
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HackCanton Season 1: Canton Builders, Demos, Winners

Some hackathons are built like fireworks. Bright launch. Loud countdown. Forty-eight hours of chaos. A few demos. A few prizes. Then the repo goes qui…

hackathonweb3blockchainstartup
Dev.to May 29, 2026, 10:07 UTC
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HackCanton S2 is Open — Build on Canton and Win

We're running the second season of HackCanton — a hackathon for developers building on the Canton Network. 📅 Key dates: Registration open now Kickoff:…

hackathonblockchainsmartcontractweb3
Dev.to May 27, 2026, 08:36 UTC
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We Gave IPL Captains an AI War-Room — Built in 6 Hours with Gemini 2.5 + ADK

What if every IPL captain had a full war-room of specialist AI analysts — each with a different role, each debating the optimal call — before every si…

aigdgcloudpunehackathon
Dev.to May 17, 2026, 13:24 UTC
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Smart HackOS: An All-in-One System for Managing the Entire Hackathon Lifecycle

Organizing a hackathon requires juggling hundreds of moving parts—from attendee registrations and team matchmaking to handling code submissions and ma…

hackathonnocodeprojectmanagement
Dev.to May 14, 2026, 05:15 UTC
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I built a 4-week hackathon focused entirely on real-world debugging instead of Leetcode problems

Most coding platforms train engineers to solve isolated algorithm problems. But in real engineering, you rarely reverse linked lists. You debug produc…

programmingopensourcehackathoncareer
Dev.to May 4, 2026, 17:38 UTC
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I Built a Real-Time Collaborative Whiteboard in One Day — Here's How

It started at midnight I had 24 hours, a free Replit subscription, and an idea: what if I could build something like Miro — but actually understand ev…

replitjavascriptwebdevhackathon
Dev.to May 3, 2026, 19:20 UTC
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I built a journaling app where the database deletes your letter the day after we send it. Day 13 of 30.

FutureMe has 15 million letters in its database. They've been there since 2002. Some of them will be there in 2050. Evengood will have zero. This week…

buildinpublichackathonnocodewriting
Dev.to May 3, 2026, 14:36 UTC
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I Built a Mood Ring for the Internet in 24 Hours

It was around 1am and I had three feeds open. X on my phone, Reddit on one monitor, Hacker News on the other. I was reading about a plane crash, a new…

showdevhackathonaiwebdev
Dev.to May 3, 2026, 08:26 UTC

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