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Show HN: Workzonespeedingticket.com – Automating disputes for automated fines

https://workzonespeedingticket.com/
3•todaycompanies•15h ago

Comments

todaycompanies•15h ago
Hey HN, I built WorkZoneSpeedingTicket.com to solve a specific problem: automated work zone speed cameras are popping up everywhere (NY, CA, PA, etc.), and the fines (~$50-$100) are in that awkward "too cheap to hire a lawyer, but too expensive to just roll over and pay" range. The Problem: States are rolling out automated enforcement in construction zones. Often, the signage is non-compliant, or the "work zone" is inactive, but the cameras issue tickets anyway. Disputing them manually is a hassle designed to make you pay. The Solution: I built a tool that takes your ticket details and generates a jurisdiction-specific dispute letter citing relevant vehicle codes (e.g., California Vehicle Code or NY VTL). How it works: User inputs ticket info. AI cross-references the location/time against state-specific defense templates (signage distance, equipment calibration requirements). Generates a PDF dispute letter. (Coming soon) We automate the certified mailing via the Lob API so you don't have to go to the post office. The goal is to democratize access to legal disputes for low-level infractions. I used Lovable to spin up the frontend quickly and am refining the backend logic now. I’d love feedback on the flow or if anyone knows specific state statutes I should add to the database next.
detectivestory•12h ago
I wish there was a directory of some sort for these "specialized LLM tools". But I guess the "circle of ai" means that these custom prompts and such will eventually just be regurgitated by the models themselves, so it might get dated pretty quickly.

America is falling out of love with pizza

https://www.msn.com/en-us/money/companies/america-is-falling-out-of-love-with-pizza/ar-AA1Tziyh
1•jnord•1m ago•0 comments

The Abstraction Trap: Why Layers Are Lobotomizing Your Model

1•blas0•1m ago•0 comments

Tell HN: X changed its Iran flag emoji

1•michaeltimo•2m ago•0 comments

Italy Fines Cloudflare for Refusing to Filter Pirate Sites on Public 1.1.1.1 DNS

https://torrentfreak.com/italy-fines-cloudflare-e14-million-for-refusing-to-filter-pirate-sites-o...
1•jnord•2m ago•0 comments

Start your meetings at 5 minutes past

https://philipotoole.com/start-your-meetings-at-5-minutes-past/
1•otoolep•3m ago•0 comments

Nano-VLLM

https://huggingface.co/blog/zamal/introduction-to-nano-vllm
1•zansara•4m ago•0 comments

A Brief, Incomplete, and Mostly Wrong History of Programming Languages

http://james-iry.blogspot.com/2009/05/brief-incomplete-and-mostly-wrong.html
2•piinbinary•4m ago•0 comments

Show HN: Vect AI– Replace your marketing agency with autonomous agents

https://vect.pro/
2•MMAFRAZ•5m ago•0 comments

Show HN: I built an app that blocks social media until you read Quran daily

2•kalyfacloud•5m ago•0 comments

'Money mule' cases surge as criminals target young people on social media

https://www.theguardian.com/money/2025/dec/22/money-mule-cases-surge-as-criminals-target-young-pe...
2•PaulHoule•8m ago•0 comments

Personal Websites with a /now Page

https://nownownow.com/
2•susam•8m ago•0 comments

Ask HN: What useful skills can be learned through rote memorization?

1•blev•9m ago•1 comments

Mini SGLang

https://github.com/sgl-project/mini-sglang
1•zansara•9m ago•0 comments

Genetic inheritance for animals in Dwarf Fortress

https://old.reddit.com/r/dwarffortress/comments/1q8bagk/does_size_matter_lets_breed_colossal_rabb...
1•danso•10m ago•0 comments

How to Record on iPhone with Face Cam [video]

https://www.youtube.com/watch?v=Xzk0-AtH1ZU
1•admtal•10m ago•0 comments

When Will Robots Go Mainstream

https://colossus.com/article/when-will-robots-go-mainstream/
2•nickswalker•13m ago•0 comments

K8o5 decentralized universal search engine 1 HTML

https://k8o5.com
1•k8o5•15m ago•0 comments

Nominations for Words of the Year 2025

https://americandialect.org/nominations-for-words-of-the-year-2025/
1•mrzool•15m ago•0 comments

Show HN: Affordable Attack Surface Management tool for everyone

https://threat-surface.com
1•Frankbb•15m ago•0 comments

Trump says the United States will take Greenland the "easy way" or "hard way"

https://twitter.com/BRICSinfo/status/2009739940670660993
6•amrrs•16m ago•0 comments

Non-Traditional Profiling

https://www.mgaudet.ca/technical/2026/1/8/non-traditional-profiling
1•mgaudet•21m ago•0 comments

OpenAI is allowing 3rd-party coding agents to use Codex API keys

https://twitter.com/thdxr/status/2009742070471082006
3•vmg12•21m ago•0 comments

A lawsuit says Workday's AI shut out applicants over 40

https://san.com/cc/workday-hires-for-millions-a-lawsuit-seeking-plaintiffs-says-its-ai-shut-out-a...
10•SunshineTheCat•21m ago•0 comments

People in Brazil are living past 110 and scientists want to know why

https://www.sciencedaily.com/releases/2026/01/260107225527.htm
4•mmaia•23m ago•0 comments

WhatsApp Ate My RAM: 20MB →3GB (WTF Meta?) [video]

https://www.youtube.com/watch?v=1IkGgr6xCkQ
1•senfiaj•24m ago•0 comments

Web Du Bois on the beauty of sorrow songs (1903)

https://www.laphamsquarterly.org/music/unforgettable
1•nz•25m ago•0 comments

Every product still shipping buttons is legacy

https://fortunate-anchovy-938.notion.site/Every-product-still-shipping-buttons-is-already-legacy-...
2•cmdtab•25m ago•1 comments

Show HN: Lshort – Real-time link tracking with globe visualization

https://app.lshort.sh/online
1•develiasolie•28m ago•0 comments

Hermit-AI – An offline, privacy-first RAG chatbot for ZIM files

1•ImDelivered•31m ago•0 comments

Constitutional Classifiers++: More efficient protection against jailbreaks

https://www.anthropic.com/research/next-generation-constitutional-classifiers
1•Tiberium•32m ago•0 comments