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Killing hallucinations in legal texts with a Generalizer-Judge-Surgeon pipeline

https://lustra.news/info/tech/
1•fokdelafons•2h ago

Comments

fokdelafons•1h ago
The linked post details my engineering solution: a 'Generalizer-Judge-Surgeon' pipeline to remove hallucinations from legislation.

Using a "dumber/faster" model (Flash Lite) strictly as a Judge (comparing Source vs Summary) worked better than asking initial model to self-verify. It acts like a semantic regex.

Call for Contributors: The project is Source Available. I have the core architecture ready for scaling, but I need locals to help build the specific data adapters/scrapers for their parliaments. If you want to help fix the "legislative black hole" in your country, check the repo.

Happy to answer questions about the prompt engineering or the architecture.

Zotac warns component shortages threaten the 'survival' of GPU manufacturers

https://www.tomshardware.com/pc-components/gpus/zotac-warns-component-shortages-threaten-the-very...
2•speckx•2m ago•0 comments

The Future of Food Isn't Bigger. It's Smaller–and More Human

https://www.thefoodcorridor.com/blog/the-future-of-food/
1•mooreds•5m ago•0 comments

France to ditch US platforms for 'sovereign platform' amid security concerns

https://www.euronews.com/next/2026/01/27/france-to-ditch-us-platforms-microsoft-teams-zoom-for-so...
2•cdrnsf•5m ago•1 comments

Show HN: Video feed experiment no login

https://infinijest.com
1•hnthrowawaste•7m ago•0 comments

Ask HN: Feedback on a starter kit for background agents (WINK / Python)

https://github.com/weakincentives/starter
1•andreisavu•8m ago•1 comments

Monster Neutrino Could Be a Messenger of Ancient Black Holes

https://www.quantamagazine.org/monster-neutrino-could-be-a-messenger-of-ancient-black-holes-20260...
1•tzury•8m ago•0 comments

The HWO Must Be Picometer Perfect to Observe Earth 2.0

https://www.universetoday.com/articles/the-hwo-must-be-picometer-perfect-to-observe-earth-20
1•rbanffy•8m ago•0 comments

Show HN: Drift, an open source HRV reader

https://github.com/cladam/drift
1•cladamski79•10m ago•0 comments

Building My AI Development Environment on Oracle Free Tier

https://ryanshook.org/blog/posts/building-my-ai-development-environment-on-oracle-free-tier/
1•RyanShook•10m ago•0 comments

Google One AI Pro subscribers now get $10 monthly Google Cloud credits

https://blog.google/innovation-and-ai/technology/developers-tools/ai-mode-ai-overviews-updates/
1•steren•11m ago•2 comments

Trump's cyber chief uploaded sensitive files into a public version of ChatGPT

https://www.politico.com/news/2026/01/27/cisa-madhu-gottumukkala-chatgpt-00749361
3•rurp•12m ago•0 comments

Optics Primer, Part 2: LRO and LPO. – By Austin Lyons

https://www.chipstrat.com/p/linear-optics-trade-offs-lro-and
1•rbanffy•13m ago•0 comments

Inside a tech company's secretive plan to destroy millions of books

https://www.washingtonpost.com/technology/2026/01/27/anthropic-ai-scan-destroy-books/
2•Amezarak•14m ago•1 comments

Jailbreaking Clawdbot to Plant Malware

https://twitter.com/Eito_Miyamura/status/2016251788765385073
1•Miyamura80•15m ago•1 comments

Show HN: I Wrapped the Zorks with an LLM

https://infocom.tambo.co/
4•alecf•15m ago•1 comments

Show HN: ML-Ralph – An autonomous agent loop for ML experimentation

https://github.com/pentoai/ml-ralph
2•psoto•15m ago•0 comments

Ask HN: Where Are the AI Communities?

2•A_Duck•15m ago•0 comments

FreeTaxUSA

https://www.freetaxusa.com
2•Alupis•16m ago•0 comments

Show HN: MikeBrain – Governance framework for AI agents

https://github.com/michaelcsanford1/MikeBrain-Framework
1•EternalAlgrthm•17m ago•1 comments

Reliable 25 Gigabit Ethernet via Thunderbolt

https://kohlschuetter.github.io/blog/posts/2026/01/27/tb25/
1•kohlschuetter•17m ago•0 comments

Assembly system for engineering a Pseudomonas aeruginosa phiKMV-like phage

https://www.pnas.org/doi/10.1073/pnas.2525963123
1•PaulHoule•17m ago•0 comments

Clawdbot FOMO

https://lastnovelist.com/article/fomo-epidemic-in-its-purest-form
2•gintokinx•17m ago•1 comments

Show HN: YouTube Transcript API in JavaScript (NPM package)

https://www.npmjs.com/package/youtube-transcript-api-js
1•rajatmehra05•18m ago•0 comments

IDE Not Required

https://no0p.github.io/llm/ai/programming/2026/01/26/coding-agents-theory-practice.html
1•technoir•18m ago•0 comments

When AI Builds AI – Findings from a Workshop on Automation of AI R&D [pdf]

https://cset.georgetown.edu/wp-content/uploads/CSET-When-AI-Builds-AI.pdf
1•randomwalker•20m ago•0 comments

Meta Is Blocking Links to ICE List on Facebook, Instagram, and Threads

https://www.wired.com/story/meta-is-blocking-links-to-ice-list-on-facebook-instagram-and-threads/
8•joering2•20m ago•0 comments

Minnesota Proved MAGA Wrong

https://www.theatlantic.com/ideas/2026/01/the-neighbors-defending-minnesota-from-ice/685769/
3•Avshalom•21m ago•0 comments

Show HN: SaecretHeaven – Zero-knowledge encrypted photo vault with IPFS backup

1•blackknightdev•21m ago•0 comments

The Open Invention Network looks to the future of open-source patent protection

https://opensourcewatch.beehiiv.com/p/the-open-invention-network-looks-to-the-future-of-open-sour...
1•CrankyBear•24m ago•0 comments

Show HN: I Stopped Hoping My LLM Would Cooperate

2•seanlf•24m ago•0 comments