It automatically detects near-miss incidents from dashcam footage such as tailgating, cut-ins, hard braking, pedestrian hazards, lane drift and gives every driver a risk score. No new hardware needed, works with any existing dashcam.
Built it solo. Stack is Next.js, FastAPI, YOLOv11 for the computer vision and ByteTrack for object tracking.
Would really appreciate any support today, and happy to answer questions about it.
Everyone chases signup numbers early on. i think that's backwards.
10 people who actually use your product and complain about it teach you more than 100 who signed up and forgot you exist.
I've got 8 paying users right now for Banalo.Business. haven't even scaled outreach yet, just been obsessing over what those 8 actually do inside the product.
Curious what others think, early on do you optimize for more users, or deeper usage from fewer?
I am a solo founder and Air Force veteran who combined TCG experience from 30 years ago with 3 years of deep research into the Declaration of Independence, the Constitution, the Bill of Rights, and the Federalist Papers.
The result is Revolt N Reign - a competitive two player trading card game built architecturally from those documents. Not inspired by them. Sourced from them.
Building alone without a team taught me that conviction has to come before validation. You build what you believe in and let the work make the argument.
Revolt N Reign launches on Product Hunt tonight. A competitive two player card game where one player defends the nation and the other commands the Unconstitutional Acts that have stripped away its foundation. The founding documents of the United States are the battlefield.
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I built NORTHLINE SIGNAL to make open source tools easier to evaluate without turning a directory into a popularity contest. Each entry links to its source and focuses on what the tool does where it fits and what to check before adoption maintenance license setup cost self hosting and operational trade offs. The site also publishes short comparisons and research notes instead of claiming one tool is universally best. The current edition tracks 117 tools across AI data infrastructure security observability collaboration design and web development. I am testing a daily update workflow and would value feedback on which signals are most useful when choosing an open source tool. Browse it here northline-signal-2026.web.app
