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Average Ratings 0 Ratings

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ease
features
design
support

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Description

Bonsai 27B stands as the latest multimodal flagship in the Bonsai lineup, marking the debut of a 27B-class model designed to operate on mobile devices. Built on the foundation of Qwen3.6 27B, it introduces an elevated level of capability for local devices, featuring advanced multi-step reasoning, structured tool interactions, vision tasks, and agentic loops for computer use that maintain coherence throughout multiple steps. The Bonsai 27B is available in two distinct variants. The Ternary Bonsai 27B employs ternary weights combined with FP16 group-wise scaling, achieving an effective weight of 1.71 bits and occupying a 5.9 GB footprint, suitable for high-performance laptop applications. In contrast, the 1-bit Bonsai 27B utilizes binary weights with identical group-wise scaling, resulting in an effective weight of 1.125 bits and a more compact 3.9 GB footprint, making it compatible with the memory constraints of devices like the iPhone 17 Pro. Both models operate seamlessly across the entire language network, including embeddings, attention mechanisms, MLPs, and the language model head, without resorting to higher-precision alternatives. They also feature a compact 4-bit vision tower, enabling on-device workflows to effectively interpret screenshots, documents, and camera inputs, enhancing user interaction and productivity. This innovative approach underscores Bonsai 27B's commitment to pushing the boundaries of mobile AI capabilities.

Description

Isle offers managed environments for desktop applications tailored for computer-use agents, incorporating built-in guardrails, application monitoring, and artifact checkpoints. Rather than providing a standard machine and expecting the agent to handle the application, Isle encapsulates each application with necessary monitoring, containment, and recovery measures to enable effective work. The environments are pre-loaded with the required software that is already set up and accessible, while health checks ensure the application is operational instead of merely verifying the machine’s online status. Developers can integrate any computer-use model or agent loop through commonly used screenshot, mouse, keyboard, file-transfer, and execution functionalities. Furthermore, artifact checkpoints safeguard valuable progress before significant actions are taken and can be restored if an issue arises, while recovery controls empower agents to restart applications and revert to the most recent stable state. This comprehensive approach enhances productivity and minimizes disruptions, making it an ideal solution for managing desktop applications.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

FreeCAD
KiCad EDA
Python

Integrations

FreeCAD
KiCad EDA
Python

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

$29 per month
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

PrismML

Founded

2026

Country

United States

Website

prismml.com/news/bonsai-27b

Vendor Details

Company Name

Isle

Founded

2026

Website

www.tryisle.com

Product Features

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