Jul 24, 2026 · Artificial Intelligence

Beyond Bigger: Macaron‑V1 Introduces Continuous Learning and Collective Intelligence

Macaron‑V1, an open‑source model built on the GLM‑5.2 base, demonstrates that scaling alone is insufficient by integrating LoRA‑based continuous learning and multi‑agent collaboration, achieving superior benchmark scores, efficient parameter updates, and a novel infrastructure that supports millions of adapters and long‑context reinforcement learning.

LoRAMacaron-V1Mixture-of-LoRA

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Beyond Bigger: Macaron‑V1 Introduces Continuous Learning and Collective Intelligence