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Cover illustration for Sunday, November 1, 2026
Morning Token 06 📦 Open source

Five small open models beat a big one, and agents come to your phone

An open-weight model is one you can download and run on your own computer. A project called Memdoor made a team of five Qwen3.8-27B models work together on hard coding problems. The author says the team beats a larger model, Fable 5, on LiveCodeBench Hard, a tough coding test. It got 230 points on Hacker News; it is one project's own result, not an independent review.

On r/LocalLLaMA, a user says a 64 GB Mac now runs Qwen3.8 27B as a coding agent with a huge 256k context, using about 50 GB of memory. On GitHub, DeepSeek shared a "superagent" prototype for more autonomous agents, and Mika, an on-device Android agent that operates your apps and the web, got over 3,000 stars.

Great news for privacy and cost. But an agent that taps through your phone apps has a lot of power, so start slowly.

Why it matters

Strong AI no longer needs a big cloud company, which is good for privacy and independence. But the same tools put autonomous agents on our phones and laptops, with fewer safety checks than ever.

More on: 📦 Open sourceQwenAI agents

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