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Mind Lab•July 21, 2026
Macaron V1 Venti
Open Source
mixture-of-lora
personal-agent
tool-use
generative-ui
### TL;DR
Macaron-V1-Venti is a 748B-parameter flagship AI model designed for personal intelligence, complex tool use, and coding workflows. It utilizes a Mixture of LoRA (MoL) architecture built on the GLM-5.2 base model, featuring specialized adapters for chat, agentic tasks, coding, and Generative UI.
Key Insights & Metrics
Pricing
Open source (MIT License); hosted API pricing available via the Macaron API platform
Cost structure
Version
V1-Venti
Current release version
Hardware
Requires significant compute resources for full deployment (e.g., multi-node GPU clusters for 748B parameters); supports FP8 quantization for single-node inference on high-end hardware like H200/B200
Compute requirements
Category
Open Source
Licensing model
Region
Singapore
Primary region
Key Features
- Mixture of LoRA (MoL) architecture with four specialized 1B-parameter adapters
- 1M token context window for long-horizon planning and complex workflows
- Native support for Generative UI (GenUI) and UI4A rendering
- Advanced agentic capabilities including tool use and terminal interaction
- Post-trained on GLM-5.2 using MinT and MindForge infrastructure
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