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Chip-design startup Ricursive has released Ripple-65B Preview, a 65-billion-parameter dense model it says tops every U.S. open-weight model on TerminalBench 2.1 and is small enough to run on a DGX Spark. The numbers are the company's own; here is what they show and what is still missing.
The MIT-licensed AiSOC ingests security telemetry, runs thousands of detection rules, has LLM agents investigate alerts and keeps a human in charge of any response. It runs on a laptop-class Docker setup with a small local model — here's what it does, what it needs and where it falls short.
Colibri, a dependency-free C engine that keeps mixture-of-experts weights on NVMe and loads them on demand, is back on GitHub's daily trending list at about 47K stars. It really does run frontier-size open models on ordinary hardware, but independent tests show giant models crawl well below one token per second.
