Frontier AI is no longer just about capability. This week: Fable’s guardrails, cheaper tokens, and governments moving closer to AI infrastructure. soverius.ai/blog/quantiz...

Quantized AI News 26/05: The Price of Control in Frontier AI

Frontier AI is no longer just about capability. This week: Fable’s guardrails, cheaper tokens, and governments moving closer to AI infrastructure.

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Fable 5 is a good reminder why AI sovereignty matters. It is powerful, but access, pricing, and availability can change quickly. Local LLMs will lag behind the frontier, but you get 💰 Cost control 🔐 Data privacy 🏠 Independence Interested? Register 👇 soverius.ai/webinars/sof...

Software Development with Local LLMs

It is time. Token costs rise constantly. Are local LLMs ready to take over? Join our free webinar and see for yourself. In part one, Rainer shows the setup of a local LLM. He connects it to a modern ...

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What are Claude Code & Codex doing under the hood? At a minimum: Running a model, a loop, and a few tools. @wolfmanfx.bsky.social explains how to build a fully local coding agent from scratch: llama.cpp, a hand-written harness, and NVIDIA OpenShell as the sandbox. soverius.ai/blog/impleme...

Build a local AI coding agent from scratch

Build a local AI coding agent from scratch — Gemma 4 on llama.cpp, three tools, one loop — then learn why running it unsandboxed is dangerous and how NVIDIA OpenShell contains it.

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Tokens are becoming increasingly expensive. Are local LLMs ready to replace them? Join our free webinar to see for yourself. We'll demo local setups, tools, and hardware. You'll leave with a production-ready setup for immediate use. Register now! soverius.ai/webinars/sof...

For a long time, AI discussions were mostly about the model. 🤖 Which one is better? 📊 Which benchmark was beaten? 🚀 Which new release changed everything? But only the model is not enough. The layer around it is just as important That's the harness. 📖 soverius.ai/blog/what-is...

What is a Harness?

Learn what an AI harness is, why it matters, and how it improves LLMs through tools, context management, agent runtimes, guardrails, and intent alignment.

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I really like it when tech CEOs skip the marketing fluff and just talk straight. Sundar Pichai on the Hard Fork podcast, speaking openly about Google's current AI position: "…when it comes to agentic coding… I think we are a bit behind at this moment." youtu.be/RgV57kDzcng

Sundar Pichai on Whether Google Is Falling Behind in A.I.

YouTube video by Hard Fork

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Using CopilotKit & Google's #A2UI with local LLMs? 🤖 Following up on our article last week, here's the fully interactive dashboard showcasing our benchmarks, created by Murat Sari: 👉 a2ui-bench.web.app The 3 key takeaways from our evaluations: 👇 (1/4)

AI offers massive potential for UIs. The interface can be dynamically generated for each user. A key technology is #A2UI, which is framework-agnostic. Our new post covers: ✅ What is A2UI? ✅ How does it work? ✅ How to run it fully autonomously. soverius.ai/blog/behind-...

A2UI, Generative UI, LLM Benchmark, Local LLMs, DGX Spark, vLLM, llama

Can local LLMs produce valid A2UI? I benchmarked 14 model and engine combos on a DGX Spark. The 14B cliff and the failure modes are not what you'd guess.

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RAG in a browser tab? No backend? Yes, it is possible. @wolfmanfx.bsky.social spoke at AI India on "From the AI Jungle to RAG in a Tab." If you want to build full RAG pipelines that run entirely client-side for ultimate privacy and speed, the slides are live: 🔗 soverius.ai/talks/from-t...