the problem is real and underappreciated. right now, most agent frameworks handle context like this: load memory at session start. stuff it into the prompt. when the window fills, summarize and compress. hope the important parts survive. the paper calls this out directly. once
GENERATIVE AI
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Unix principle applied to AI context
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"everything is a file" becomes "everything is context." CSIRO Data61 and ArcBlock published a paper applying the oldest Unix principle to the newest AI problem. they propose treating memory, tools, knowledge, and human input as a mounted filesystem that agents browse at runtime
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Reasoning requires basic knowledge for effective search guidance
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You still need a bit of knowledge in any reasoning, just to guide you in where to look. For instance, you'll do better search on geopolitics if you know a bit about the general trends. Qwen just demonstrated that this base level of knowledge can be attained in a very compact
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AI-generated avatars used for automated 24/7 live sales
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Ce ne sont pas de vrais humains. Oui, tu as bien compris. Ce sont des avatars générés par http://
Banger.video qui diffusent en live sur TikTok 24h/24, vendant des produits à un public qui ignore totalement qu’il regarde une personne artificielle. On est en train de se -

4B model rivals 120B on knowledge, ideal for agentic core
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It's crazy that a 4B model can match GPT-OSS-120B **even on knowledge benchs** like MMLU and GPQA! Knowledge was long a limitation of smol models ; not anymore. This 4B could be a good candidate for the "agentic core" model described by @karpathy
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Fashion Sketches to Video Campaigns with Nano Banana 2
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Go from fashion sketch to campaign in minutes with Nano Banana 2 and Gen-4.5 Image to Video.
— Runway (@runwayml) 2 mars 2026
Get started now at the link below. pic.twitter.com/QRE0PdBiF5Go from fashion sketch to campaign in minutes with Nano Banana 2 and Gen-4.5 Image to Video. Get started now at the link below.
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QueryWeaver GitHub Project Promotes AI-Related Categories
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QueryWeaver GitHub: (don't forget to star )
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Alibaba Releases Qwen 3.5 Models
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Alibaba released a new family of Qwen 3.5 models with a "strong multimodal base for lightweight agents." – Qwen3.5-0.8B – Qwen3.5-2B – Qwen3.5-4B – Qwen3.5-9B Small and open-source models have gained significant value since OpenClaw was introduced. Testing time
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Qwen3.5-0.8B Now Available on Hugging Face
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Hugging Face:
https://huggingface.co/Qwen/Qwen3.5-0.8B [Translated from EN to English]→ View original post on X — @arrakis_ai, 2026-03-02 13:04 UTC
