FEATURED / MODEL WATCH
Google’s Genie 4 adds sound and conversation to interactive worlds
The October 27 announcement brings native audio to world simulation, but access is still a research preview—not a local model download.
THE SIGNAL / RESEARCH IN THE OPEN
Intelligence.
Independently examined.
Beyond the announcements. Into the models, machines and ideas changing what we can build.
On the radar
All reporting ↗The latest signal
Explore the archive ↗
THE SIGNAL
Ai2 tests AI research judges—and finds their novelty verdicts can swing
MODEL WATCH
Liquid AI introduces LFM3: small models for text, vision and speech
MODEL WATCH
Kimi K3.1 Pro targets coding and 3D work; downloadable weights are still ahead
MODEL WATCH
Mistral’s Voxtral 3 brings streaming speech and interruption to voice agents
THE SIGNAL
Anthropic files for a proposed IPO as the AI race grows more expensive
MODEL WATCH
NVIDIA’s Nemotron Bolt E4B targets local agents on smaller hardware
MODEL WATCH
Cohere reports a blocked network request in a Qwen agent test
MODEL WATCH
OpenAI launches GPT-6.1 Terra for computer use and coding
NEW / CREATIVE TECHNOLOGY
The open-source desk.
People / Oct 28
The instruments he couldn’t afford became the company he built
Uli Behringer’s music-shop story, the long road to affordable gear, and why KICK’s source release is worth watching.
Read story ↗
Open Source / Oct 28
Behringer KICK opens its software. The hardware is still one to watch.
An official source repository makes this MPC-style prototype interesting to musicians and developers alike.
Read story ↗
Open Source / Oct 28
Erica Synths opens LXR-02 firmware to the community
The October 23 announcement invites experimentation, while the hardware and official support remain separate.
Read story ↗FROM RESEARCH TO RUNNING
Meet your next local AI workspace.
Models, documented presets and a community of people building on their own hardware.
Inside the lab
Methodology & results ↗MEASURED / CONSUMER HARDWAREBig models.
Big models.
Honest numbers.
What happens when a large MoE coder meets a 12 GB GPU, 32 GB of RAM and a real developer workload?
See the test conditions →01
Evidence before enthusiasm.
We separate our tests, publisher claims and things we have yet to verify.
02
Hardware is part of the story.
Context, quantization, caching and competing workloads all matter.
03
Build it. Break it. Document it.
Practical findings that help the next person get further.