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Show HN: Solving the ~95% legislative coverage gap using LLM's

https://lustra.news/
26•fokdelafons•7h ago
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: An incubator for citizen legislation. Users submit drafts (like our Human Preservation Act), which are vetted by AI scoring and displayed with visual parity alongside government bills.

Tech Stack:

Frontend: Flutter (Web & Mobile Monorepo),

Backend: Firebase + Google Cloud Run,

AI: Vertex AI (Gemini 2.5 Flash),

License: PolyForm Noncommercial — source is available for inspection, learning, and non-commercial civic use. Commercial use would require a separate agreement.

I am looking for contributors. I have the US and Poland live. EU, UK, FR, DE in pipeline, partially available. I need help building Data Adapters for other parliaments (the core logic is country-agnostic). If you want to help audit the code or add a country, check the repo. The goal is to complete the database as much as possible with current funding.

Live App: https://lustra.news

Repo: https://github.com/fokdelafons/lustra

Dev Log: https://lustrainitiative.substack.com

Comments

dang•3h ago
(Temporary comment: I took "source available" out of the title because I think it's a bit distracting there, but I've invited Jacek to add something about this to the main text.)
fokdelafons•2h ago
Thanks, I’ll add clarification about the license in the description.
dang•2h ago
Great thank you!
strbean•2h ago
Blocked by my corpo firewall for some reason.
igor47•2h ago
I think it's hugged to death?
fokdelafons•2h ago
Thanks for flagging — I'll look into headers / hosting config to avoid false positives.
KwanEsq•1h ago
Obviously "lust" is a forbidden word for domains. Must be a porn site.
skdhshdd•2h ago
How do you handle innate LLM biases? I forget which model, but when asked to edit pro Zionist vs pro Palestinian content it showed heavy bias in one direction.

LLMs let you cover more ground but the fundamental problem of “who to trust” still remains. I don’t see how one can ever be used to strip political spin. It’s baked in.

fokdelafons•2h ago
You can't strip it completely, totally agree. Any compression of information is already an interpretation. The problem becomes more prevalent, the more thinking and advanced models become. To mitigate it, I rely on some constraints:

1. No opinion space: the prompt forbids normative language and forces fact to consequence mapping only (“what changes, for whom, and how”), not evaluation.

2. Outputs are framed explicitly from the perspective of an average citizen of a given country. This narrows the context and avoids abstract geopolitical or ideological extrapolation.

3. Heuristic models over reasoning models: for this task, fast pattern-matching models produce more stable summaries than deliberative models that tend to over-interpret edge cases.

It’s not bias-free, but it’s more constrained and predictable than editorial framing.

otdwedvkjjvg•1h ago
The model still chooses what to mention or omit, strict phrasing rules change nothing.
fokdelafons•48m ago
Absolutely, the model does the picking.
strbean•1h ago
Getting "An error occurred" trying to vote for one of thr Civic Projects.
fokdelafons•48m ago
Thanks for flagging! Civic Projects just landed and are still in beta, so glitches might happen. I’ll look into it and get it fixed.
alexpotato•40m ago
Funny story:

- Friend of mine is Albanian

- Albania wants to join the European Union

- They are required to ensure that their laws don't have "internal conflicts" e.g. one law says something is legal, a different law says it's illegal

- Reviewing by hand would take a lot of work

- Friend uses an LLM to analyze the Albanian laws and find any of these conflicts

Apparently it worked out pretty well

throw310822•12m ago
Strange, because my feelings is that the law of my EU country (and that if the EU as well) says everything and its opposite.

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