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How do you use LLMs to verify databases with minimal hallucinations?

1•rochansinha•1h ago
I have a medium sized database of around 150 entries each with 10-15 parameters. It was put together by Claude. But the amount of hallucinated data is extraordinary! Trying to fix it using another llm like chat gpt or gemini hasn’t worked since they balk at looking for data for >50 data points. Gemini actually deleted 100 entries from the database while analysing it! So the question is- Is there a suitable way to analyze the database for inaccuracies/hallucinations and fix them, apart from manually going through each data point personally?

Lawsuit Alleges That WhatsApp Has No End-to-End Encryption

https://www.pcmag.com/news/lawsuit-alleges-that-whatsapp-has-no-end-to-end-encryption?test_uuid=0...
1•isaacfrond•1m ago•0 comments

Embracing sauna culture can lower dementia risk and boost brain health

https://www.newscientist.com/article/2512893-embracing-sauna-culture-can-lower-dementia-risk-and-...
2•kensai•4m ago•1 comments

EU and India sign landmark trade agreement

https://www.theguardian.com/world/live/2026/jan/27/european-union-india-trade-deal-ukraine-greenl...
1•Archelaos•4m ago•0 comments

Pandas 3 marks the most significant evolution of Pandas in over ten years

https://www.reddit.com/r/Python/s/oMldsGf0VP
1•datapythonista•8m ago•0 comments

Show HN: My attempt to visualize 'Market Timing' risk (Python/Chart.js)

1•codeandcapital•9m ago•0 comments

The Enclosure feedback loop: how LLMs sabotage by privatizing a public good

https://michiel.buddingh.eu/enclosure-feedback-loop
1•internet_points•12m ago•0 comments

High Performance LLM Inference Operator Library from Tencent

https://github.com/Tencent/hpc-ops
1•polyrand•12m ago•0 comments

Pavel Durov: "You'd have to be braindead to believe WhatsApp is secure in 2026"

https://twitter.com/durov/status/2015854422866469222
2•martinlaz•13m ago•0 comments

For Our Machine Friends

https://toasterdump.com/2026/01/18/for-our-machine-friends/
1•xxyxx•15m ago•0 comments

Blocking Claude

https://aphyr.com/posts/403-blocking-claude
1•Tomte•17m ago•0 comments

How to audit your LinkedIn profile

1•semihayat•18m ago•0 comments

Il dominio della narrazione, ovvero spegnere il cervello è bello

https://cinemanuele.substack.com/p/il-dominio-della-narrazione-ovvero
2•grouchoromano•21m ago•0 comments

Show HN: RustyBoard – The largest collection of active Rust jobs and analytics

https://rustyboard.com
1•louispog•23m ago•0 comments

Anti-pop and an alien sigil: how Aphex Twin overtook Taylor Swift

https://www.theguardian.com/music/2026/jan/27/aphex-twin-taylor-swift-soundtrack-to-gen-z-life-on...
3•quakeguy•25m ago•1 comments

The Complete SEO Guide for SaaS Startups in 2026

https://kitful.ai/blog/the-complete-seo-guide-for-saas-startups-in
1•eashish93•26m ago•0 comments

Digital non-Foster-inspired electronics for broadband impedance matching

https://www.nature.com/articles/s41467-024-48861-6
1•teleforce•26m ago•0 comments

Say no to linked lists as a "standard" data structure (2019)

https://rust-unofficial.github.io/too-many-lists/#an-obligatory-public-service-announcement
1•mefengl•29m ago•0 comments

mcelog: Logs and accounts machine checks on modern x86 Linux systems

https://www.mcelog.org/
1•teleforce•30m ago•0 comments

Show HN: Takes – A Daily Chess Solitaire Game

https://takes.labs.clevergoat.com
1•juannyp•35m ago•0 comments

You can't open 2 cameras with getUserMedia at same time on Android and iOS

https://tony-xlh.github.io/getUserMedia-multiple-camera/
1•julienreszka•38m ago•1 comments

GIC, Sequoia, Index purchase Notion shares in private tender offer

https://www.notion.com/blog/gic-sequoia-index-purchase-notion-shares
1•doppp•38m ago•0 comments

Clawdbot Is Now Moltbot

https://twitter.com/moltbot/status/2016058924403753024
2•chl•39m ago•0 comments

XAgent CLI – AI assistant that can control your mouse and keyboard

https://github.com/xAgent-AI/xagent
1•ouyangwenli•39m ago•1 comments

One Hundred Years of Television

https://diamondgeezer.blogspot.com/2026/01/tv100.html?m=1
1•beardyw•41m ago•0 comments

Show HN: DNS Monitor

https://monitordns.app/
1•rsc-dev•44m ago•0 comments

Software Pump and Dump

http://tautvilas.lt/software-pump-and-dump/
2•brisky•45m ago•0 comments

Two empty chairs: why "obvious" decisions keep breaking production

https://read.perspectiveship.com/p/perspective-taking
1•birdculture•46m ago•0 comments

Things got too easy with AI

https://gusarich.com/blog/things-got-too-easy
1•Gusarich•47m ago•0 comments

Glass Core Substrates and Glass Interposers: Advanced Packaging for AI and HPC

https://www.microwavejournal.com/articles/44910-glass-core-substrates-and-glass-interposers-new-g...
1•teleforce•48m ago•0 comments

What happens to the human body in 49C heat? Australians are finding out

https://www.theguardian.com/australia-news/2026/jan/27/what-happens-to-the-human-body-in-49c-heat...
2•beardyw•48m ago•0 comments