
Conway Research Launches Underdog, a Private On-Device AI Assistant
Conway Research launched Underdog, a private, on-device AI assistant that keeps data local and plans to earn revenue from payments rather than ads.
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Conway Research launched Underdog, a private, on-device AI assistant that keeps data local and plans to earn revenue from payments rather than ads.

Reflection AI has unveiled Beam, a 501B open-weight model designed for coding, reasoning, and agentic tasks with lower inference compute.

AWS launches Strands Decider 2B, an open-source model that makes fast, structured choices for AI agents without relying on a full LLM for every step.

New AI models from Anthropic, Alibaba, Moonshot AI, MiniMax, and StepFun signal a shift toward cheaper, faster, and more efficient AI systems.

Anthropic says Alibaba, Moonshot AI, and DeepSeek were linked to nearly 200 million Claude exchanges in large-scale distillation campaigns focused on key skills.

Qwen 3.8 27B hit 3 million downloads in three days and now rivals paid frontier AI, all from a free model you can run at home. Here’s how it got so good.

Inherent says its Faraday AI agent beat Claude Opus 4.8 and GPT-5.5 on research-replication tasks using a 27B-parameter model and reinforcement learning.
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