NewWhat happens when hackathon judging is a public benchmark

AComputermacOSWindowsLinuxBrowserPhoneforAIAgentMCPAutomationEvalsRL

AI that sees screens, clicks buttons, and types
Just like you — CUA

Loved by builders.

Nitish Jain

Nitish Jain

Empowering AEC Designers | AI Product Builder | 3+ Years in Generative Design & Visualization | Speaker & Workshop Leader

🚀 Exciting News in the World of Tech Innovation! 🚀 I just came across an incredible development by @trycua that's pushing the boundaries of how we interact with computers. They've introduced a new computer-use interface built on Apple Silicon, leveraging local sandboxes and AI-powered Gradio to create a seamless, secure, and intuitive user experience. Here's why this is a game-changer: ✨ Local Sandboxes: By running processes in isolated environments, this interface ensures enhanced security and privacy, keeping your data safe while maintaining performance. ✨ Apple Silicon Optimization: Built specifically for Apple's powerful chips, it delivers blazing-fast performance and energy efficiency. ✨ AI-Gradio Integration: The use of Gradio for AI interactions makes the interface incredibly user-friendly, enabling natural and dynamic communication between users and AI systems. This innovation is a testament to how far we've come in reimagining human-computer interaction. It's not just about faster or sleeker tech—it's about creating tools that adapt to us, making technology more accessible and intuitive. Huge kudos to @trycua for their groundbreaking work! I can't wait to see how this evolves and shapes the future of computing. What are your thoughts on this? Let's discuss! 👇
View post on LinkedIn
Tom Dörr
Tom Dörr@tom_doerr
What so my IDE now writes code and creates presentations with analysis results? New AI tools seem like April Fools' jokes
Shubham | Agnost AI
Shubham | Agnost AI#laalshaitaan
#general
hey hey, excited to see how cua pans out! loved the product from whatever i could infer ❤️ all the best. a fellow oss contributor, would love to help in anyway possible, lmk if something pops up!

15 Trending AI Projects on GitHub: opcode, FastMCP, Dyad, RustGPT, Paper2Agent, Pepper, AG-UI,shimmy

Github Awesome

Watch video

The Industry Reacts to GPT-5

Matthew Berman

Watch video
Unwind AI
Unwind AI@unwind_ai_
2. Build Computer-Use AI Agents that control specific applications. Deploy a team of specialized lightweight agents in parallel, each focused on their own app, like "just control the iPhone Mirroring app."
tarun
taruntarun0023
#general
There's a million things that could be built on top of ollama and a million other things using cua, its the future! Embrace it, and don't forget to enjoy the process, results are just a by-product. These hackthons when done correctly have changed the entire course of one's life, I have personally seen this happen with some of own friends, the network effects, the sense of community and urgency that you experience for these next one week, will literally define your limits, and push you to the edge of safely operational capacity. If you need any help with resources / guidance, i am sure @James will be here to help everyone in any ways possible, he's one of the best in town. If you need anything from my end, to get a second opinion on somethings or even just someone to vent out to i am here, feel free to DM me. And you got this guys! If you are not living on the edge, then you are taking too much space. When you hold a hammer, everything looks like a nail. CUA team has given you the damn hammer go nail it
Adam Silverman (Hiring!) 🖇️
Adam Silverman (Hiring!) 🖇️@AtomSilverman
21/ benchmarks Moondream3 against GTA-1. It delivers solid accuracy for open-weight agent models.
Horticole
Horticolexhorticulture
#general
best project in the world developers must be both cracked AND handsome can't wait to use it to do all my tasks
Nitish Jain

Nitish Jain

Empowering AEC Designers | AI Product Builder | 3+ Years in Generative Design & Visualization | Speaker & Workshop Leader

🚀 Exciting News in the World of Tech Innovation! 🚀 I just came across an incredible development by @trycua that's pushing the boundaries of how we interact with computers. They've introduced a new computer-use interface built on Apple Silicon, leveraging local sandboxes and AI-powered Gradio to create a seamless, secure, and intuitive user experience. Here's why this is a game-changer: ✨ Local Sandboxes: By running processes in isolated environments, this interface ensures enhanced security and privacy, keeping your data safe while maintaining performance. ✨ Apple Silicon Optimization: Built specifically for Apple's powerful chips, it delivers blazing-fast performance and energy efficiency. ✨ AI-Gradio Integration: The use of Gradio for AI interactions makes the interface incredibly user-friendly, enabling natural and dynamic communication between users and AI systems. This innovation is a testament to how far we've come in reimagining human-computer interaction. It's not just about faster or sleeker tech—it's about creating tools that adapt to us, making technology more accessible and intuitive. Huge kudos to @trycua for their groundbreaking work! I can't wait to see how this evolves and shapes the future of computing. What are your thoughts on this? Let's discuss! 👇
View post on LinkedIn
Tom Dörr
Tom Dörr@tom_doerr
What so my IDE now writes code and creates presentations with analysis results? New AI tools seem like April Fools' jokes
Shubham | Agnost AI
Shubham | Agnost AI#laalshaitaan
#general
hey hey, excited to see how cua pans out! loved the product from whatever i could infer ❤️ all the best. a fellow oss contributor, would love to help in anyway possible, lmk if something pops up!

15 Trending AI Projects on GitHub: opcode, FastMCP, Dyad, RustGPT, Paper2Agent, Pepper, AG-UI,shimmy

Github Awesome

Watch video

The Industry Reacts to GPT-5

Matthew Berman

Watch video
Unwind AI
Unwind AI@unwind_ai_
2. Build Computer-Use AI Agents that control specific applications. Deploy a team of specialized lightweight agents in parallel, each focused on their own app, like "just control the iPhone Mirroring app."
tarun
taruntarun0023
#general
There's a million things that could be built on top of ollama and a million other things using cua, its the future! Embrace it, and don't forget to enjoy the process, results are just a by-product. These hackthons when done correctly have changed the entire course of one's life, I have personally seen this happen with some of own friends, the network effects, the sense of community and urgency that you experience for these next one week, will literally define your limits, and push you to the edge of safely operational capacity. If you need any help with resources / guidance, i am sure @James will be here to help everyone in any ways possible, he's one of the best in town. If you need anything from my end, to get a second opinion on somethings or even just someone to vent out to i am here, feel free to DM me. And you got this guys! If you are not living on the edge, then you are taking too much space. When you hold a hammer, everything looks like a nail. CUA team has given you the damn hammer go nail it
Adam Silverman (Hiring!) 🖇️
Adam Silverman (Hiring!) 🖇️@AtomSilverman
21/ benchmarks Moondream3 against GTA-1. It delivers solid accuracy for open-weight agent models.
Horticole
Horticolexhorticulture
#general
best project in the world developers must be both cracked AND handsome can't wait to use it to do all my tasks
Nitish Jain

Nitish Jain

Empowering AEC Designers | AI Product Builder | 3+ Years in Generative Design & Visualization | Speaker & Workshop Leader

🚀 Exciting News in the World of Tech Innovation! 🚀 I just came across an incredible development by @trycua that's pushing the boundaries of how we interact with computers. They've introduced a new computer-use interface built on Apple Silicon, leveraging local sandboxes and AI-powered Gradio to create a seamless, secure, and intuitive user experience. Here's why this is a game-changer: ✨ Local Sandboxes: By running processes in isolated environments, this interface ensures enhanced security and privacy, keeping your data safe while maintaining performance. ✨ Apple Silicon Optimization: Built specifically for Apple's powerful chips, it delivers blazing-fast performance and energy efficiency. ✨ AI-Gradio Integration: The use of Gradio for AI interactions makes the interface incredibly user-friendly, enabling natural and dynamic communication between users and AI systems. This innovation is a testament to how far we've come in reimagining human-computer interaction. It's not just about faster or sleeker tech—it's about creating tools that adapt to us, making technology more accessible and intuitive. Huge kudos to @trycua for their groundbreaking work! I can't wait to see how this evolves and shapes the future of computing. What are your thoughts on this? Let's discuss! 👇
View post on LinkedIn
Tom Dörr
Tom Dörr@tom_doerr
What so my IDE now writes code and creates presentations with analysis results? New AI tools seem like April Fools' jokes
Shubham | Agnost AI
Shubham | Agnost AI#laalshaitaan
#general
hey hey, excited to see how cua pans out! loved the product from whatever i could infer ❤️ all the best. a fellow oss contributor, would love to help in anyway possible, lmk if something pops up!

15 Trending AI Projects on GitHub: opcode, FastMCP, Dyad, RustGPT, Paper2Agent, Pepper, AG-UI,shimmy

Github Awesome

Watch video

The Industry Reacts to GPT-5

Matthew Berman

Watch video
Unwind AI
Unwind AI@unwind_ai_
2. Build Computer-Use AI Agents that control specific applications. Deploy a team of specialized lightweight agents in parallel, each focused on their own app, like "just control the iPhone Mirroring app."
tarun
taruntarun0023
#general
There's a million things that could be built on top of ollama and a million other things using cua, its the future! Embrace it, and don't forget to enjoy the process, results are just a by-product. These hackthons when done correctly have changed the entire course of one's life, I have personally seen this happen with some of own friends, the network effects, the sense of community and urgency that you experience for these next one week, will literally define your limits, and push you to the edge of safely operational capacity. If you need any help with resources / guidance, i am sure @James will be here to help everyone in any ways possible, he's one of the best in town. If you need anything from my end, to get a second opinion on somethings or even just someone to vent out to i am here, feel free to DM me. And you got this guys! If you are not living on the edge, then you are taking too much space. When you hold a hammer, everything looks like a nail. CUA team has given you the damn hammer go nail it
Adam Silverman (Hiring!) 🖇️
Adam Silverman (Hiring!) 🖇️@AtomSilverman
21/ benchmarks Moondream3 against GTA-1. It delivers solid accuracy for open-weight agent models.
Horticole
Horticolexhorticulture
#general
best project in the world developers must be both cracked AND handsome can't wait to use it to do all my tasks
Nitish Jain

Nitish Jain

Empowering AEC Designers | AI Product Builder | 3+ Years in Generative Design & Visualization | Speaker & Workshop Leader

🚀 Exciting News in the World of Tech Innovation! 🚀 I just came across an incredible development by @trycua that's pushing the boundaries of how we interact with computers. They've introduced a new computer-use interface built on Apple Silicon, leveraging local sandboxes and AI-powered Gradio to create a seamless, secure, and intuitive user experience. Here's why this is a game-changer: ✨ Local Sandboxes: By running processes in isolated environments, this interface ensures enhanced security and privacy, keeping your data safe while maintaining performance. ✨ Apple Silicon Optimization: Built specifically for Apple's powerful chips, it delivers blazing-fast performance and energy efficiency. ✨ AI-Gradio Integration: The use of Gradio for AI interactions makes the interface incredibly user-friendly, enabling natural and dynamic communication between users and AI systems. This innovation is a testament to how far we've come in reimagining human-computer interaction. It's not just about faster or sleeker tech—it's about creating tools that adapt to us, making technology more accessible and intuitive. Huge kudos to @trycua for their groundbreaking work! I can't wait to see how this evolves and shapes the future of computing. What are your thoughts on this? Let's discuss! 👇
View post on LinkedIn
Tom Dörr
Tom Dörr@tom_doerr
What so my IDE now writes code and creates presentations with analysis results? New AI tools seem like April Fools' jokes
Shubham | Agnost AI
Shubham | Agnost AI#laalshaitaan
#general
hey hey, excited to see how cua pans out! loved the product from whatever i could infer ❤️ all the best. a fellow oss contributor, would love to help in anyway possible, lmk if something pops up!

15 Trending AI Projects on GitHub: opcode, FastMCP, Dyad, RustGPT, Paper2Agent, Pepper, AG-UI,shimmy

Github Awesome

Watch video

The Industry Reacts to GPT-5

Matthew Berman

Watch video
Unwind AI
Unwind AI@unwind_ai_
2. Build Computer-Use AI Agents that control specific applications. Deploy a team of specialized lightweight agents in parallel, each focused on their own app, like "just control the iPhone Mirroring app."
tarun
taruntarun0023
#general
There's a million things that could be built on top of ollama and a million other things using cua, its the future! Embrace it, and don't forget to enjoy the process, results are just a by-product. These hackthons when done correctly have changed the entire course of one's life, I have personally seen this happen with some of own friends, the network effects, the sense of community and urgency that you experience for these next one week, will literally define your limits, and push you to the edge of safely operational capacity. If you need any help with resources / guidance, i am sure @James will be here to help everyone in any ways possible, he's one of the best in town. If you need anything from my end, to get a second opinion on somethings or even just someone to vent out to i am here, feel free to DM me. And you got this guys! If you are not living on the edge, then you are taking too much space. When you hold a hammer, everything looks like a nail. CUA team has given you the damn hammer go nail it
Adam Silverman (Hiring!) 🖇️
Adam Silverman (Hiring!) 🖇️@AtomSilverman
21/ benchmarks Moondream3 against GTA-1. It delivers solid accuracy for open-weight agent models.
Horticole
Horticolexhorticulture
#general
best project in the world developers must be both cracked AND handsome can't wait to use it to do all my tasks
OpenAI
ByteDance
Meta
Shopify
Nvidia
Microsoft
Apple
OpenAI
ByteDance
Meta
Shopify
Nvidia
Microsoft
Apple
OpenAI
ByteDance
Meta
Shopify
Nvidia
Microsoft
Apple
OpenAI
ByteDance
Meta
Shopify
Nvidia
Microsoft
Apple
Integrate

Computer Use Stack

One unified interface for computer use models. Execute powerful workflows with structured outputs, multi-turn conversations, and custom tools.

Choose your integration

Agent SDK

Python

Build AI agents that automate workflows on Cua Computers

pip install cua-agent
ModelContextProtocol

MCP Server

Model Context Protocol

Run CUA through Claude Desktop or other MCP clients

pip install cua-mcp-server
from agent import ComputerAgent
from computer import Computer

# Initialize local Docker computer
computer = Computer(
  os_type="linux",
  provider_type="docker",
  name="trycua/cua-ubuntu:latest"
)

# Initialize agent with model and tools
agent = ComputerAgent(
  model="anthropic/claude-sonnet-4-5-20250929",
  tools=[computer]
)

# Run agent with task
messages = [{"role": "user", "content": "Take a screenshot"}]

async for result in agent.run(messages):
  print(result)
Ship and Scale

Ship and Scale Fast

Cloud-powered sandboxes for your computer use agents. Simple API integration, unlimited scale.

Simple integration

Just plug in your API key to the cua-agent SDK and start running cloud sandboxes instantly

config.py
from cua import Computer
computer = Computer(
provider_type="cloud",
api_key="cua_****"
)

Scale Effortlessly

Run as many sandboxes as you need. No infrastructure management, no resource limits

Active
Active
Active
Active

Cross-platform

Choose between Linux and Windows sandboxes based on your automation needs

Linux
Linux
Windows
Windows

Cloud VLM Inference

Access 100+ vision-language models from top providers with one API key

Cua
anthropic
openai
google
bytedance
huggingface
openrouter

Pay-as-you-go

Only pay for what you use. Credit-based billing with no upfront costs or monthly minimums

Smart auto-routing

Automatically route requests to the best model for your task, balancing performance and cost

Open source

Agent SDK, Computer SDK, macOS virtualization, and Docker images. All open source on GitHub

Benchmark and RL

Train, Evaluate and Improve

Built-in tools for benchmarking agent performance and reinforcement learning. Iterate faster with data-driven insights.

Benchmark suite

Run standardized benchmarks to measure agent performance across different tasks and environments

Task 1
85%
Task 2
72%
Task 3
91%
Task 4
68%
Task 5
79%

RL training

Train agents with reinforcement learning. Automatically optimize behavior through trial and feedback

RewardEpisode 1000
0Episodes

Performance metrics

Track success rates, execution time, and resource usage. Identify bottlenecks and optimize workflows

94%
Success Rate
2.3s
Avg Time
1.2k
Tasks Run
12MB
Memory

A/B testing

Compare different agent configurations, prompts, and models to find the optimal setup

A
Config A
87%
Success
B
Config B
94%
Success

Dataset management

Organize test cases, training data, and evaluation datasets in one place for reproducible experiments

Continuous evaluation

Automatically run benchmarks on every code change. Catch performance regressions before deployment

Export & share

Export results as JSON, CSV, or interactive reports. Share benchmark results with your team

Pricing

Choose the plan that works for you.

Open Source

Free

For developers and open-source projects who prefer self-hosting.

  • MIT License
  • Windows, Linux, macOS local environments
  • 100+ VLMs in Cua Agent Framework
  • Community Discord
Visit GitHub
Most Popular

Pro

$10+

Flexible credits for cloud compute and Computer-Use VLMs, with managed cloud environments and inference.

  • Cloud Linux and Windows Environments
  • CUA LLM Inference Provider
  • Cuazar Playground UI
  • Priority support via Slack
$

Enterprise

Custom monthly

Scalable cloud containers tailored for large teams and organizations.

  • Everything in Pro
  • 24/7 support
  • HIPAA, SOC Type 1/2 Reports
Book a Demo

1 minute to your first agent

No DevOps. No infrastructure. Just ship.