𝗤𝘄𝗲𝗻𝟯.𝟲-𝟮𝟳𝗕 + 𝘃𝗟𝗟𝗠 + 𝗛𝗲𝗿𝗺𝗲𝘀 𝗼𝗻 𝟮𝟰𝗚𝗕 𝗩𝗥𝗔𝗠 You want to run a local coding agent on a 24GB GPU. You need stability. You need long context. You need to avoid crashes.
They are Python classes that plug directly into an agent network, giving agents access to real, deterministic capabilities: querying databases, calling external services, generating images, handling ...
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