cd /news/ai-infrastructure/flashcrowd-predict-and-protect · home › topics › ai-infrastructure › article
[ARTICLE · art-157189] src=dev.to ↗ pub= topic=ai-infrastructure verified=true sentiment=↑ positive

FlashCrowd : Predict and Protect

A four-person team at OxHack'26 built FlashCrowd, a system that forecasts traffic surges hours before a breaking-news event and decides how many servers to start and where. The project combines ElevenLabs for human interaction, Google Gemini API for intelligent explanation, and Snowflake Cortex for data and forecasting infrastructure.

by read1 min views1 publishedOct 25, 2026

This is a submission for the MLH x DEV Writing Challenge We Built FlashCrowd! When news breaks, millions open the same page at once. We see the crowd coming hours early, then decide how many servers to start, and where.

https://18-132-176-215.sslip.io/arcade/story.html We used three MLH partner technologies in FLASHCROWD: ElevenLabs, Google Gemini API, and Snowflake Cortex.

Each partner technology supports a different part of the product: human interaction, intelligent explanation, and data/forecasting infrastructure.

We attended OxHack'26. We started as a group of three and found our fourth teammate on the way to the event, which made the experience even more memorable.

The atmosphere was energetic, welcoming, and highly collaborative. We met lot of builders, exchanged ideas, and learned from people with different technical backgrounds. What we will remember most is the entire experience: the people we met, the time that passed while building together, and the knowledge we gained throughout the event.

── more in #ai-infrastructure 4 stories · sorted by recency
── more on @flashcrowd 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
→ Live at https://your-agent.zahid.host ✓
Get free account → Pricing
from €0/mo · no card required
LIVE [news/flashcrowd-predict-a…] indexed:0 read:1min 2026-10-25 · —