tokens&
For enterprises
Sign in
tokens&

Find tools, check provider offers, save a build plan, and share your work when you’re ready.

For buildersFor enterprises

For builders

  • Startup credits and perks
  • Agent Skills
  • Publish a project

For enterprises

  • Start free company workspace
  • Submit a tool, product, or perk

Community

  • Community
  • Newsletter
  • Events
Xin

© 2026 tokensand, LLC. All rights reserved.

  • Terms
  • Privacy
  • Security
  • Data Processing
  • Status
  1. Hackathon
  2. Project gallery
  3. Breakout
Anonymous builderabout 2 hours agoJudging locked: Event build

Breakout

Breakout is a live AI news desk for the fastest-rising open-source projects on GitHub. It watches the entire public GitHub firehose, spots repos breaking out, researches why on the live web, and goes on air with a cited bulletin

Review the project

Start with the source code, then open the demo or video if available.

View GitHub repository
Watch demo video
Demo video

Video demos are proof context. Repo, stack, and build notes stay attached so visitors can inspect what was actually built.

Project description
An always-on newsroom agent whose memory, analytics and flight recorder all live in one schemaless database. Watch. Every hour the full GH Archive firehose lands in RawTree via server-side URL ingest, raw JSON with no schema. A week of it is 14.4M events (2.15 GB).Detect. RawTree SQL ranks candidates across the firehose, then each candidate's own event feed is logged to measure exact star velocity. A breakout opens a story.Remember. Before anything else, the desk asks RawTree what it already reported about this repo, so follow-ups say what changed instead of repeating themselves.Triage. A Liquid LFM2.5 model on the laptop labels the repo before any paid call.Research. A Nimble Web Search Agent finds out why it is trending and returns cited, confidence-graded claims.Broadcast. An OpenAI-compatible LLM writes a 12-second script, FLUX 3 renders the anchor reading it, and the control room airs it with the sources as on-screen captions.Every step is written to RawTree as an event. The same log drives the live control room, lets a restarted worker pick up unfinished stories, and is what judges can query through Ask the desk, an agent that combines Nimble's web tools with RawTree SQL.
Tools used
  • Tinybird
  • Black Forest Labs
  • Nimble
  • Liquid AI
Project gallery
Project links
  • GitHub repository
  • Demo video
Tools used
  • Tinybird
  • Black Forest Labs
  • Nimble
  • Liquid AI