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What is Laguna XS 2.1?

The Laguna XS 2.1 represents a sophisticated advancement in coding models, functioning as an open weight agentic system that excels in executing long-duration tasks on local machines. It boasts a robust 33-billion-parameter Mixture-of-Experts architecture, activating 3 billion parameters per token, while preserving the efficient design of its predecessor, Laguna XS.2, and significantly enhancing its capabilities in multilingual software engineering and terminal-related tasks. This model is meticulously crafted to support coding agents in reviewing code repositories, navigating complex changes, leveraging diverse tools, executing commands, and ensuring seamless progress throughout extensive projects. With an impressive context window of 256K, it empowers agents to adeptly handle large codebases, maintain extensive histories, and navigate intricate multi-step workflows. The Laguna XS 2.1 also enjoys compatibility with various platforms like vLLM, SGLang, NVIDIA TensorRT-LLM, Hugging Face Transformers, and Ollama, with aspirations for future native support from llama.cpp. Offered in multiple checkpoint formats such as BF16, FP8, INT4, and NVFP4, it allows developers to choose between high fidelity and configurations designed for environments with restricted VRAM or processing capacity. This versatility not only enhances its usability across different development frameworks but also positions it as a prime choice for diverse programming needs and settings. Furthermore, its ability to adapt to varying project demands makes it a valuable asset for developers seeking efficiency and performance in their workflows.

What is Autopilot by Directionally Local?

Autopilot is a versatile open-source terminal coding agent and software development kit (SDK) specifically designed for developers working with Git repositories. It can analyze repositories, formulate task plans, modify files, and execute commands while providing functionalities like planning, editing, and automatic approval modes. By leveraging personal credentials, it connects with more than 25 hosted model providers and supports local models through Ollama and LM Studio, in addition to being compatible with OpenAI endpoints. This adaptable tool operates on macOS, Linux, and Windows, enabling both interactive sessions and unattended server operations, complete with features for runtime, token, and budget management, as well as checkpoint recovery and email notifications. Moreover, it bolsters its capabilities with support for MCP servers, language-server functionalities, hooks, and local memory, enhancing its overall utility. The headless SDK and JSONL-over-stdio RPC ensure effortless integration into a variety of applications. On OpenRouter, subagents can function within read-only Hotcell sandboxes, using short-lived and spend-capped tokens instead of the main provider key, which enhances both security and operational efficiency. Autopilot is free to use under the MIT license, though utilizing model providers might incur additional costs, making it a powerful and accessible resource for developers. With its extensive features, Autopilot not only streamlines the coding process but also empowers developers to create innovative solutions effortlessly.

Media

Media

No images available

Integrations Supported

Ollama
OpenRouter
Agent Client Protocol (ACP)
Cline
Hugging Face
IntelliJ IDEA
Kilo Code
Nous Portal
OpenClaw
OpenCode
Roo Code
Visual Studio
Visual Studio Code
Zed

Integrations Supported

Ollama
OpenRouter
Anthropic
DeepSeek
Gemini
LM Studio
Model Context Protocol (MCP)
OpenAI

API Availability

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

$0
Autopilot is free under the MIT license. You pay your model provider directly for usage, with no markup; local models and OpenRouter's free models can be used at no model charge.
Free Version

Supported Platforms

SaaS

Supported Platforms

Windows
Mac
On-Prem
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub
Webinars

Training Options

Documentation Hub

Company Facts

Organization Name

Poolside

Date Founded

2023

Company Location

United States

Company Website

poolside.ai/blog/introducing-laguna-xs-2-1

Company Facts

Organization Name

Directionally Local

Date Founded

2026

Company Location

Singapore

Company Website

directionallylocal.com/autopilot/

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

Open-Weight AI Models

Not specified

Categories and Features

AI Coding Agents

Not specified

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