1/6 Developers are deeply divided over whether human code review is still necessary. Exaggerating slightly: one side accuses the other of abandoning code quality and blindly trusting AI. The counter is that line-by-line review simply throttles AI back down to human speed. 🐢
Rainer Hahnekamp
@rainerhahnekamp.bsky.social
AI Engineer at Soverius AI, Google GDE, Trainer at AngularArchitects Co-Maintainer of CopilotKit Angular, NgRx, Sheriff
Not every AI task needs an open-ended answer. Sometimes you just need yes, no, or one of a few options. That’s where Jev comes in. In Quantized AI News 26/08 (by @soverius-ai.bsky.social), we look at its role alongside LLM - and the latest model releases. soverius.ai/blog/quantiz...
Jev, System One AI & New Models | Quantized AI 26/08
Explore TypeSafe’s Jev and System One AI, new models Opus 5.5 and Sol 6.1, and the safety concerns behind Astra 6.1’s cancelled release.
soverius.ai
We are very much looking forward to this. Agents can be everywhere. We will show Agents - for development, - in the backend, - in the browser, and - model + agent in the browser. Interested? Join our free webinar on Sep. 30 for fresh ideas on what you can "agentize."
#Agents are becoming part of every layer of the application stack. Join Rainer Hahnekamp and Murat Sari on Sep. 30 for A free #AIDEVCRAFT Webinar and see how #agentic workflows, Mastra, and CopilotKit come together in a modern app. Register 👉 bit.ly/4yXmYLZ
1/9 Among all that “AI is going to kill us all” talk, it sometimes helps to look at how other high-risk industries are doing it. For example, nuclear power plants. What do they do against a meltdown? Enormous safety efforts in multiple layers.
Quantized AI News by @soverius-ai.bsky.social is back after the summer break, now with video! ⚔️ GPT attacks OpenAI 🤖 Human code review: yes or no? 💡 Graph Engineering 🚀 New models Here’s the pilot: youtu.be/FOTbG3LUbfA Likes, shares and comments are very welcome!
Quanitzed AI News 26 07
YouTube video by Soverius AI
youtu.be
@angular.dev 22.2 is out! It seems everything is AI nowadays, but it is still so important that we have frameworks. They compress so much wisdom, best practices and hard work that no AI can simply guess.
I’ll be speaking at #AIDevCraft in Las Vegas! Prompt/Context/Loop/* Engineering There is definitely some hype around these terms, but it’s not only hype. Each phase builds on lessons from the previous one. That evolution is what my talk is about. ai-devcraft.com @ng-conf.bsky.social
Ai Dev Craft 2026 - AI Developer Conference for Engineers
AI developer conference covering generative AI for developers, AI tools for developers, workflows, workshops, and engineering best practices.
ai-devcraft.com
1/10 After giving my talk on local LLMs for software development three times, here are some recurring questions and assumptions I've heard so far: “I have a subscription. I don’t need local models.” That works as long as you stay within your allowance. With manual prompting, that might be enough.
Our AG-UI DevTools Chrome extension is out. If you're already working on Agentic UI with AG-UI (via CopilotKit), this makes your life much easier. If not, then it's time 😁 Kudos to @wolfmanfx.bsky.social (@soverius-ai.bsky.social) for the implementation. chromewebstore.google.com/detail/ag-ui...
Last Friday, I gave a talk representing @soverius-ai.bsky.social at the #Angular Graz Meetup, hosted by @manfredsteyer.bsky.social. Thanks a lot, Manfred, for the very kind introduction 🫶 I showed the potential of local LLMs for coding. I covered tools, costs & memory. soverius.ai/talks/develo...
Developing with Local LLMs: Reality or Illusion?
Developing with Local LLMs: Reality or Illusion?
soverius.ai
Switzerland is an Angular country 🇨🇭 57% of Swiss frontend jobs naming a framework ask for #Angular. It’s time for a Swiss Angular conference. It’s happening and @wolfmanfx.bsky.social and I (both @soverius-ai.bsky.social) are there with workshop & talk: ng-switzerland.ch
NG Switzerland — 11–12 February 2027, Lucerne, Switzerland
The Angular conference in the heart of Switzerland. 11–12 February 2027, Lucerne, Switzerland.
ng-switzerland.ch
Lokale LLMs: - keine Tokenkosten - Daten bleiben im Unternehmen - weniger Abhängigkeit Klingt gut. Aber ist es in der Praxis wirklich so? Eines unserer Themen bei @soverius-ai.bsky.social. Darüber spreche ich am 17.9. beim @entwicklerde.bsky.social Summit in Berlin. entwickler.de/conferences/...
Local LLMs solve high token costs & privacy issues, but getting started can feel overwhelming. 🙃 In our free, non-hype workshop, you learn about: 🧠 Models & Hardware 📉 Quantization ⚙️ Inference Engines 🔌 Coding Agent Integration 📊 Benchmarking www.eventbrite.co.uk/e/local-mode...
Local Models for AI-Assisted Coding
Leveraging AI locally to build modern applications quickly, reliably and cost effectively
eventbrite.co.uk
Yup, we are looking forward to it and will also bring something to show! Plenty to talk about!
Okay, I promised some great guests, now I am delivering 😁 This week, @rainerhahnekamp.bsky.social will return for another round, and not alone! He is joined by @wolfmanfx.bsky.social, with whom they develop @soverius-ai.bsky.social
The first edition of NG Switzerland has a date: 11 and 12 February 2027, in Lucerne. Speakers confirmed: @manfredsteyer.bsky.social @browserperson.bsky.social @rainerhahnekamp.bsky.social @decodedfrontend.bsky.social @fabiangosebrink.bsky.social @tomastrajan.bsky.social @gerome.dev Kevin Kreuzer
Social media is full of complaints about token costs - and tricks for using fewer tokens. The obvious alternative is surprisingly rarely discussed: Local models. soverius.ai/blog/getting...
Getting started with Local LLMs for Software Development
Learn how to use local LLMs for software development with predictable costs, privacy and independence, and the quality required for real-world projects.
soverius.ai
1/4 Will ChatGPT & Co. eventually generate a user-customized UI on the fly and end the era of frontend development? 🤔 Well, let's think it through... 🧵 www.eventbrite.co.uk/e/hands-on-a...
Hands-On Agentic Frontends with AG-UI and CopilotKit
Design and build production-ready agent interfaces for Angular and React
eventbrite.co.uk
Back in July, @wolfmanfx.bsky.social and I (both @soverius-ai.bsky.social) joined the folks at CopilotKit to introduce the new open-source integration for @angular.dev. Great to see our work featured by @marktechson.com 🙏 on the @developers.google.com channel. 🎬 www.youtube.com/shorts/Ujmx5...
youtube.com
🤖 Lokale AI-Modelle im Praxistest! @rainerhahnekamp.bsky.social auf der W-JAX: 🧠 Open Weights 🛠️ Tool Calling 📊 Evaluation 📅 Donnerstag, 05.11.2026 | 🕒 10:30 - 11:30 Uhr | 📍 München 🔗 https://f.mtr.cool/ltpotwltmm #EnterpriseAI #AIEngineering #SoftwareArchitecture #Spring #jaxcon
🧠 Mehr Datensouveränität mit lokalen AI-Modellen? @rainerhahnekamp.bsky.social prüft DeepSeek, Gemma & Qwen mit Spring: 🛠️ Context, Tool Calling 🛡️ Guardrails, Feedback-Loops 📊 Evaluation vs. Frontier-Modelle 📍 W-JAX, München | 📅 05.11. | 10:30 Uhr 🔗 https://f.mtr.cool/phomktfwon #LocalAI #jaxcon
🤖 Lokale AI-Modelle statt Provider? @rainerhahnekamp.bsky.social zeigt auf der #jaxcon, was DeepSeek, Gemma & Qwen in Spring leisten. W-JAX | 📍München | 📅 Donnerstag, 05.11. | ⌚ 10:30 Uhr 🔗 https://f.mtr.cool/qhtpyhgmwi #EnterpriseAI #LocalAI
Many users complain that Fable falls back to Opus 4.8 too quickly because of strict guardrails. We need guardrails. But what happens when safety makes a model feel worse, especially if other models answer more freely? That is the dilemma in this week’s Quantized AI News 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.
soverius.ai
At Google I/O Connect, we got the chance to record in a professional studio. So I asked my three “Angular Buddies”, @younesjd.dev, Marko Stanimirović, and @manfredsteyer.bsky.social to join me for a conversation about #Angular. Signals, what is still missing, and AI. 🎥 youtu.be/0_NsqGF8gM8
What’s Next for Angular? Google I/O Connect Berlin Roundtable
YouTube video by Rainer Hahnekamp
youtu.be
Fable 5 will be available again. A lot of people look at the Fable story and see the U.S. government as the bad actor that blocks technological progress by restricting access. But that is too simple. 1/5 soverius.ai/blog/quantiz...
Quantzied News: GPT-5.6, Claude Tag, and the Distillation Problem
Recent AI updates (GPT-5.6, Claude Tag, Alibaba) shift focus from raw power to access and control: who uses these models, how, and where their outputs go.
soverius.ai
Final rehearsal together with @wolfmanfx.bsky.social for our webinar, "Software Development with Local LLMs", by @soverius-ai.bsky.social. 3 hours to go. You can still grab your spot! If you have a scheduling conflict, no worries. We will send you the full recording. 📩 soverius.ai/webinars/sof...
The latest edition of Quantized AI News (by @soverius-ai.bsky.social) is out. My main highlight is the chapter about Cognitive Coverage: the ongoing debate about whether we should still look at the code. soverius.ai/blog/quanitz...
Fable Shutdown, GLM-5.2 & OpenRouter Fusion, Cognitive Coverage
State AI control is rising: the US shut Fable 5 but kept xAI running. A Chinese open-weight model offers an alternative. Plus: AI and Cognitive Coverage.
soverius.ai
The AI world is not just about Fable right now. Two more things stood out in this week's Quantized AI episode (by @soverius-ai.bsky.social) soverius.ai/blog/quantiz...
Quantized AI 26/02: Glimpse of Fable, Loop Engineering, Apple Intellig
Fable was Anthropic's public Mythos-class model for a few days - then a US export-control order took it offline for everyone.
soverius.ai
The fastest way to understand modern AI is to run a model inside your own, self-written harness. One hour. Local machine. No mystery. Here's the step-by-step article by @wolfmanfx.bsky.social for @soverius-ai.bsky.social. 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.
soverius.ai
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 ...
soverius.ai
As teased last week, my article about harnesses has finally been published. This is something I wanted to write for a long time. Not just what it is, but how the term evolved and why it is so important for AI in general. Big thanks to @wolfmanfx.bsky.social for the review & discussions.
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...