Solving the ~95% legislative coverage gap using LLM's
Hi HN, I'm Jacek, the solo founder behind this project (Lustra). The Problem: 95% of legislation goes unnoticed because raw legal texts are unreadable. Media coverage is optimized for outrage, not insight. The Solution. I built a digital public infrastructure that: 1. Ingests & Sterilizes: Parses raw bills (PDF/XML) from US & PL APIs. Uses LLMs (Vertex AI, temp=0, strict JSON) to strip political spin. 2. Civic Algorithm: The main feed isn't sorted by an editorial board. It's sorted by user votes ("Shadow Parliament"). What the community cares about rises to the top. 3. Civic Projects:…
Solving the ~95% legislative coverage gap using LLM's launched on December 16, 2025 with 41 votes, #462 of 11,628 launches that month and more than 90% of that year's launches.
In plain words
Lustra is a digital platform that makes legislation accessible by automatically processing raw bills from US and Polish government sources and removing political language using AI. The site presents bills in a readable format and ranks them by community votes rather than editorial selection. It also includes a civic projects section where users can submit and develop citizen-authored legislation alongside government bills. The platform targets citizens and civic participants who want to engage with legislative content without media bias.
written from the facts on this page · September 2026
From the sources
Lustra provides transparent access to global legislation. Our bill summaries and voting records are presented in a concise, clear, and impartial way.
I pledge to use this infrastructure in good faith. I understand that my votes shape public data. I will not use bots, manipulate outcomes, or attack thefrom lustra.news
In the maker’s words, at launch
Hi HN, I'm Jacek, the solo founder behind this project (Lustra). The Problem: 95% of legislation goes unnoticed because raw legal texts are unreadable. Media coverage is optimized for outrage, not insight. The Solution. I built a digital public infrastructure that: 1. Ingests & Sterilizes: Parses raw bills…
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