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  4. Underdog shows off a 32MB speech model in new demo
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Models & Releases

Underdog shows off a 32MB speech model in new demo

Despite its small size, Underdog's new model can generate both speech and music.

Get smart on it

While most AI companies are racing to build larger models that require massive processing power, some startups are taking the opposite approach by creating smaller models designed to run on edge devices like phones and computers without internet connection. A startup called Underdog has released a speech generation model called Woof that is only 32MB in size with 31 million parameters, demonstrated through an interactive browser-based game. Such small models may be sufficient for local assistant experiences or personalized podcasts, even if they cannot replace larger models. Underdog's founder stated the goal is to train capable open models that allow people to have private AI and own their data, positioning this approach as an alternative to cloud-based solutions.

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Google Releases Gemini Omni 1.2 Flash: 15-Second AI Video at $0.07 per Second

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Also reported by Google DeepMind

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GPT‑6 Cyber: Advancing the frontier of aligned cybersecurity agents

Introducing GPT‑6 Cyber, OpenAI’s cybersecurity model for finding exploitable vulnerabilities and developing fixes, trained to stay within authorized scope.

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Tencent releases Hy4, powerful frontier LLM introducing visual understanding and computer use

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Thinking Machines Releases Inkling 2 Small, a 594B MoE With 17B Active

Thinking Machines Lab has released Inkling 2 Small, the first model of its second Inkling generation. The Inkling 2 Small model is a sparse Mixture-of-Experts (MoE) with 594B total and 17B active parameters. It accepts text and images, and supports variable reasoning effort. On the Artificial Analysis Intelligence Index, it scores 31. Its predecessor, Inkling Small, scores 13 on the same index. The model is live on Tinker for fine-tuning and inference. TL;DR Size: 594B total, 17B active

Also reported by SiliconANGLE

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OpenAI says its new cybersecurity model is better at not hacking other companies

OpenAI is launching GPT-6 Cyber, the latest version of its cybersecurity AI model, which it says is better at finding vulnerabilities and less likely to go rogue and hack other platforms in the process. OpenAI says that during testing, GPT-6 Cyber went out of bounds less than 1 percent of the time, down from around 5 percent with GPT-5.6 Cyber. The evaluation, called ExploitGym HoneyPot, is modeled after the Hugging Face Incident, in which OpenAI's AI agents breached the open-s

Also reported by TechCrunch