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Macaron-V1

2 articles · Page 1 of 1

Jul 26, 2026 · Artificial Intelligence

Beyond Scaling: How Macaron‑V1 Opens a New Path for Continuous Learning in Open‑Source AI

Macaron‑V1, built on the GLM‑5.2 foundation, demonstrates that post‑training growth via LoRA‑based Mixture‑of‑LoRA, recursive self‑improvement and multi‑agent collaboration can outperform larger static models on benchmarks like UI4A, while its supporting infrastructure (MinT, MindForge, LongStraw) makes million‑parameter reinforcement learning feasible.

AI InfrastructureContinuous LearningLoRA

0 likes · 19 min read

Beyond Scaling: How Macaron‑V1 Opens a New Path for Continuous Learning in Open‑Source AI

Machine Heart

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.

Continuous LearningLarge Language ModelsLoRA

0 likes · 18 min read

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