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Feedback on specialized local LLMs/VLMs

1•BlackForest_ai•2h ago
Hi all,

We’ve launched causa™, an application that orchestrates and runs LLMs fully offline across Apple devices (VLM support coming soon). We’re collecting feedback on which specialized or fine-tuned models the community would find most valuable for on-device inference. We already support the main general-purpose families (GPT-OSS, Llama, Mistral) and are now focusing on domain-specific models fine-tuned for targeted tasks.

Examples: • Mellum series by JetBrains — optimized for software engineering • gpt-oss-safeguard — tailored for policy reasoning and AI safety

If you know of other high-quality specialized models (preferably with open weights) that could benefit from mobile deployment, we’d love your input.

Windows Update triggers BitLocker recovery on business PCs

https://www.windowslatest.com/2025/11/05/microsoft-warns-windows-11-25h2-24h2-october-update-trig...
2•jinxmeta•59s ago•0 comments

FAA reducing air traffic by 10% across 40 'high-volume' markets

https://apnews.com/article/government-shutdown-airlines-faa-e39c423facec2b0dcc2544af48de0fa1
1•awnird•1m ago•0 comments

OpenAI Wants Federal Backstop

https://finance.yahoo.com/video/openai-wants-federal-backstop-investments-201700279.html
2•vinyl7•5m ago•0 comments

Democrats gird for longer shutdown fight after election sweep

https://www.politico.com/news/2025/11/05/democrats-shutdown-fight-elections-00638207
1•moosedman•5m ago•0 comments

Show HN: Reverse Engineer Web Apps

https://github.com/VectorlyApp/web-hacker
2•rayruizhiliao•8m ago•0 comments

Takeaways from Trump's rocky Supreme Court arguments over global tariffs

https://www.cnn.com/2025/11/05/politics/takeaways-supreme-court-tariffs-trump
1•rawgabbit•14m ago•0 comments

Universal music group and udio announce new licensed AI music creation platform

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1•lastdong•17m ago•0 comments

A PoC to make a backdoored PyTorch neural network

https://hacktelligence.org/backdoor_pytorch/
1•Eclipser•18m ago•0 comments

CoreWeave CEO Plays Down Concerns About AI-Spending Bubble

https://www.wsj.com/tech/ai/coreweave-ceo-plays-down-concerns-about-ai-spending-bubble-5a21a6ee
1•moosedman•19m ago•1 comments

Grammarly Rebrands Company as Superhuman, Introduces Superhuman Suite

https://www.grammarly.com/blog/company/announcing-company-rebrand-to-superhuman/
1•healsdata•19m ago•0 comments

Microsoft apologises, offers refunds to 2.7M Australians

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1•femto•22m ago•2 comments

Show HN: Which technologies are trending in job posts

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LeetCode for DevOps

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Louis Rossman – Why I uninstalled uBlock origin and switched to AdNauseam [video]

https://www.youtube.com/watch?v=7GeCq1qwqjc
3•anonycat•25m ago•0 comments

The Basic Laws of Human Stupidity (1987) [pdf]

https://gandalf.fee.urv.cat/professors/AntonioQuesada/Curs1920/Cipolla_laws.pdf
2•bookofjoe•26m ago•1 comments

Peatlands' 'huge reservoir' of carbon at risk of release, researchers warn

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Show HN: I built a way to debug your deployed code on Vercel from your AI IDE

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Please Implement This Simple SLO

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Making a New Type of Guy

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Atomically accurate de novo design of antibodies with RFdiffusion

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Nick Fuentes Was Charlie Kirk's Bitter Enemy. Now He's Becoming His Successor

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4•whack•39m ago•2 comments

Microsoft to refund customers for 365 subscription price hike after ACCC action

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4•periphery•41m ago•2 comments

The Next Big Quantum Computer Has Arrived

https://www.wsj.com/articles/the-next-big-quantum-computer-has-arrived-c1053c2a
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The First Ever Lightweight Electric Sports Car

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Snakemake

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SS Central America

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1•CGMthrowaway•50m ago•0 comments

MapLibre Newsletter October 2025

https://maplibre.org/news/2025-11-04-maplibre-newsletter-october-2025/
1•raybb•50m ago•0 comments

Recommended Practices for NPOV Research on Wikipedia

https://arxiv.org/abs/2510.21526
1•nsagent•51m ago•0 comments

Reviving a MacBook Air with Fedora Silverblue

https://taoofmac.com/space/blog/2025/11/05/2200
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26.1

https://taoofmac.com/space/notes/2025/11/05/1330
1•rcarmo•53m ago•0 comments