🤖 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
Rainer Hahnekamp
@rainerhahnekamp.bsky.social
AI Engineer at Soverius AI, Google GDE, Trainer at AngularArchitects Co-Maintainer of CopilotKit Angular, NgRx, Sheriff
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...
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
youtu.be
And here’s our article for the week! 🚀 This time, we’re diving into A2UI - in my opinion, one of the most critical topics at the intersection of AI and Frontend development right now.
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-...
Our first video on AI Fundamentals is live! It’s the video version of last week’s article - covering principles, models & limitations. It’s a deep dive (~1hr), but chaptered so you can watch in stages. 📺 youtu.be/nwkrpyGh4F8
Fundamentals of AI: Models and Their Limits
YouTube video by Rainer Hahnekamp
youtu.be
As promised last week, here’s our first article on AI. We start at the core: the model. What you need to know to understand how it works, its limitations, and how modern AI mitigates them. Long read, but long weekend ahead. So you have enough time 😅 soverius.ai/blog/ai-unde...
GPT 5.5 has doubled its prices compared to GPT 5.4. GitHub Copilot just switched to token-consumption models, and Opus 4.7... well 🤷. The era of "subsidized AI" is ending. Vendors need to earn money, and I expect prices will increase even further in the short term. soverius.ai 🧵 1/6
Soverius AI — Build Real AI Skills. Ship Real Products. | Soverius AI
Hands-on TypeScript & PyTorch workshops for developers and teams. Build production RAG pipelines, ship AI agents, and master the Claude & OpenAI APIs.
soverius.ai
Two weeks ago at AI India, I gave a talk covering the core fundamentals of LLM Models and their current limitations. Here's the link to my slides. I’m also working on a detailed article covering these topics, which will follow soon. soverius.ai/talks/demyst...
Demystifying the AI Jungle: Connecting the Dots
Open-weight models, fine-tuning, skills... the list of AI buzzwords grows every day. When I first started digging in, I had the impression that a new technology popped up every month just to replace t...
soverius.ai
Personal News: Soverius AI Together with @wolfmanfx.bsky.social we have founded Soverius AI (soverius.ai). I think I don’t have to tell you that AI has become quite important lately 😅. 1/3
Soverius AI — Build Real AI Skills. Ship Real Products. | Soverius AI
Hands-on TypeScript & PyTorch workshops for developers and teams. Build production RAG pipelines, ship AI agents, and master the Claude & OpenAI APIs.
soverius.ai
Back from Ng-India & AI India 🇮🇳. Exhausted 😵 but worth it! Huge thanks @dhananjay7.bsky.social for the invite and the organization. Here are my slides of my #Angular talk about the @ngrx.io SignalStore and its extensibility: speakerdeck.com/rainerhahnek...
speakerdeck.com
🚨 It’s finally out. 📘 Modern Angular: Architecture, Concepts & Implementation A practical guide to: ✅ structuring large Angular applications ✅ applying Signals, Signal Forms & SignalStore ✅ Vitest and further advanced topics 👇 Link in first reply
At #NgRx, we are currently in the design phase for supporting Resources and Signal Forms (via delegatedSignal). You can help us by checking out the RFCs and let us know what you think: - github.com/ngrx/platfor... - github.com/ngrx/platfor...
RFC(`@ngrx/signals`): Resource Integration Part 1 - Introduce Extend Resource APIs · Issue #5126 · ngrx/platform
Which @ngrx/* package(s) are relevant/related to the feature request? signals Information Introduce a set of utilities for extending Angular Resource behavior with composable, reusable extensions. ...
github.com
After some time, I am back with a new video: "My #Angular Stack in 2026." I’ve taken a more opinionated stance on tools and on AI. Let me know where you agree and where you disagree! youtu.be/tT5xMfHb4Gg #AI #Frontend
My Angular Stack in 2026
YouTube video by Rainer Hahnekamp
youtu.be
Clarifying my chat with @brandonroberts: Analog is a NECESSITY for serious Angular testing. Why? ✅ Full Vitest ecosystem (plugins/IDE support). ✅ No lock-in: Keep CLI for builds, use Analog for tests. ✅ It's the standard: Angular's Vitest move validates this path. #Angular #Vitest
🧪 Enjoyed the conversation between @manfredsteyer.bsky.social and @rainerhahnekamp.bsky.social about the future of testing with @angular.dev and @vitest.dev. I appreciate the recommendation of @analogjs.org for previous versions of Angular & compatibility with IDEs www.youtube.com/watch?v=1ac9...
👋 @vitest.dev Browser Mode for #Angular is not just a switch — but a different recipe 😉 Let's dive into what's cooking under the hood: ⚙️ How it works (Vitest vs Playwright roles) 🌓 "Partial" vs. 🌕 "Full" Browser Mode 🔌 APIs: userEvent vs. page 🪜 Progressive migration youtu.be/Pu22JQG6jdg #testing
Test Angular Components Like a Real User with Vitest "Full" Browser Mode
YouTube video by Marmicode – By Younes Jaaidi
youtu.be
There's an RFC to make #Angular change detection OnPush by default. The "default" value will be renamed to Eager. Given that OnPush is required for safe zoneless apps this is just a logical step. Existing codebases will get an explicit Eager setting. github.com/angular/angu...
RFC: Setting OnPush as the default Change Detection Strategy · angular angular · Discussion #66779
Authors: @MarkTechson & @alxhub Area: Angular Framework Posted: January 27, 2026 Status: Open We're planning to make a small, but important changes to Angular components: Components will default to...
github.com
With the switch to #Vitest, there are many questions about modern testing in #Angular. First, slides of my talk last week at Angular London. For a much more intensive experience, our testing workshop goes all-in on Vitest. Happening in two weeks. www.angulararchitects.io/en/training/...
Professional Angular Testing Workshop | ANGULARarchitects
angulararchitects.io
The latest version of the toolkit (community project) for #NgRx supports the - long-awaited events integration into the devtools - a safer resource integration (non-error throwing), - and more (like improved redo/undo) 👇See the blog post for more details
NgRx Toolkit v21 - About the Toolkit - v20 minor features (`withResource`/`withEntityResources`/Mutations) - v21 features (events devtools, resource error handling, `clearUndoRedo` in favor of `store.clearStack`) - Backports Thank you to our contributors and users alike! dev.to/ngrx-toolkit...
This was my second appearance on The #Angular Plus Show, and I really enjoyed the conversation I had with @laranewsom.com on Signal Forms. Always a great time!
Signal Forms in Angular: worth the wait? 👀We sat down with Rainer Hahnekamp to talk wins, gaps, and what the future may hold for forms in #Angular. If forms matter to you, this episode is a must! #ngconf #Angular21 🍎 apple.co/4qFovlL 🟢 bit.ly/3Yw8yCv
My last talk this year will be a special one. Together with @manfredsteyer.bsky.social, I’ll look back at 2025 and chat about the highlights of the year. It’s less a classic talk and more two buddies having a public conversation about #Angular. The meetup is remote. www.meetup.com/angular-meet...
Online Meetup - End of Year Edition, Thu, Dec 18, 2025, 6:00 PM | Meetup
As the year draws to a close, we look back at the highlights of 2025 and ahead to one of the most long-awaited new features: Signal Forms. **2025 in Review: All the Highli
meetup.com
🧵 Did you know? Angular 21 replaces Karma with Vitest — and this changes some essential details. Here are the 5 key things you should know 👇 1/6
Last-minute advertising: We’re running a Black Friday offer for the SignalStore Workshop by AngularArchitects Already next week in the early afternoon (Europe TZ). Perfect to dive into State Management patterns before the year ends. Code: BLACKFRI25 www.angulararchitects.io/en/training/...