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🚀 Sovereign RAG v2.4.0 — correctness release.
4 real bugs fixed:
· embeddings scrambled when concurrency > 1
· LIKE 'doc_id%' wiping sibling docs
· stale chunks after re-index
· ~ paths never expanded
Dropped --pipeline. amd64 + arm64.
github.com/bengtfrost/rag-se…
#Rust #RAG #AI
Building a Vulkan compute backend for mistral.rs (built on Candle)! 🚀
Custom shaders (gemm/gemv) for cross-vendor GPU math on AMD & Intel graphics.
Early-stage work on my vulkex branch:
👉 github.com/bengtfrost/mistra…
#RustLang #Vulkan #LLM
🚀 Sovereign RAG v2.3.7 — maintenance release.
Deps bumped (rusqlite 0.40, reqwest 0.13). Build graph 11 → 6 duplicates. English complete. amd64 + arm64.
🔗 github.com/bengtfrost/rag-se…
#RustLang #RAG #AI #OpenSource
🚀 Sovereign RAG v2.3.6 is live!
High-performance Rust MCP server for local intelligence now features full English localization and native multi-arch Docker support (`amd64` + `arm64`).
⚡ 800% faster indexing
🎯 97% citation accuracy
📦 ~80MB footprint
🔗 Details below! 👇
đź”— GitHub repository & release info:
github.com/bengtfrost/rag-se…
The Era of "Wasteful Software" is Over: Welcome to the Age of Resource Efficiency linkedin.com/pulse/era-waste…
How China is Actually Winning the Economic War (The Real Data) youtu.be/xaAJakvwI3Q?si=pTh6… via @YouTube
THORChain 3.20 Unlocks Native Monero and Zcash Swaps With Bitcoin, Ethereum and Stablecoins coinmarketcap.com/community/…
The Trustless Supply Chain: Why Void Linux Leads the Charge in Reproducible Builds linkedin.com/pulse/trustless…
Why Void GNU/Linux is the True UNIX-Style Successor in Modern Computing linkedin.com/pulse/why-void-…
A great real-world test of Void Linux’s architecture by YouTux Channel: youtube.com/watch?v=XDQakyuz…
After a year of trying to break it, Void stayed rock-solid—thanks to namespace builds, auto SONAME bump protection, & strict dependency isolation.
#VoidLinux #Unix
Bengt Frost retweeted
Rusia invade Ucrania —que no es de la UE— y Europa entera se vuelca: dinero, armas, sanciones y la factura a cuenta nuestra. Marruecos agrede a España —que SÍ es de la UE— y esos mismos socios responden suspendiéndonos Schengen. Que alguien me explique la solidaridad europea, porque yo no la veo.
Bengt Frost retweeted
If the technology is important enough, China will figure it out eventually.
The Information says that China is starting to mass produce immersion DUV lithography machines, crucial for making high-end semiconductors. Mostly Chinese components. Sooner than many had expected.
Exclusive: China plans to produce five homegrown immersion DUV machines this year and roughly 20 in 2027, a modest but important challenge to ASML’s dominance.
Full story: thein.fo/3RdcisI
Bengt Frost retweeted
Good move by @JensenHuang. The Nvidia letter is well written and worth reading. As we saw with the OpenAI-Hugging Face hack, we need open models and harnesses for defense.
Lets stop believing the PR that closed models are safer. - that's just regulatory capture.
Attackers have frontier AI. Defenders need a frontier AI ecosystem—the best open and closed models, force-multiplied by a global community.
During the Hugging Face incident, closed AI blocked essential forensics. An open-weight frontier model helped contain the intrusion.
That’s why we created the Open Secure AI Alliance.
Bengt Frost retweeted
AI security improves when organizations share research, tools and real-world experience.
We’re joining industry leaders, including @NVIDIA, in the Open Secure AI Alliance to help organizations identify and address software vulnerabilities and strengthen critical systems.
Learn more: nvda.ws/4pD8Fc5
Bengt Frost retweeted
Attackers have frontier AI. Defenders need a frontier AI ecosystem—the best open and closed models, force-multiplied by a global community.
During the Hugging Face incident, closed AI blocked essential forensics. An open-weight frontier model helped contain the intrusion.
That’s why we created the Open Secure AI Alliance.
AI security advances when the industry builds in the open, together.
We're introducing the Open Secure AI Alliance with industry leaders to develop new techniques and tools to safeguard software and agents.
By sharing models, tooling and research in the open, we can broaden the community of defenders.
Learn more about the founding members’ contributions: nvda.ws/4pD8Fc5
AI security advances when the industry builds in the open, together.
We're introducing the Open Secure AI Alliance with industry leaders to develop new techniques and tools to safeguard software and agents.
By sharing models, tooling and research in the open, we can broaden the community of defenders.
Learn more about the founding members’ contributions: nvda.ws/4pD8Fc5
Bengt Frost retweeted
For my first post, I’m sharing a letter @NVIDIA signed on why open models matter.
AI will transform every industry, power every company, and be built by every country.
Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty.
The world needs both frontier closed models and frontier open models.
images.nvidia.com/pdf/Open-W…
Bengt Frost retweeted
Replying to @deanwball
The "ungovernability" (and openness) of Linux and the Internet is precisely what has made their success.
The same will be true of open weight AI foundation models.
















