HomeMininglamp Launches Cider+Mano-P, Transforming Mac into a Private AI Workstation
Recently, Mininglamp open-sourced two key local AI projects—Cider and Mano-P—that solve critical challenges in Mac inference acceleration and GUI agent operations, offering users a full local AI setup. This transforms the Mac from merely being "able to run AI" into an efficient, private, and deeply controllable AI workstation.
Cider: Unlocking M-Series Chip Potential for Faster, More Efficient Local LLM/VLM Execution
When running local large models on a Mac, many users find that despite powerful hardware, inference speed and memory use often fall short. Cider was built to address this exact problem.
This project fully taps into the INT8 TensorOps engine of M-series chips (particularly the M5), dramatically boosting local inference performance for LLMs and VLMs while slashing memory usage. It offers Mac users a tangible way to run AI models efficiently on edge devices.
Mano-P: A Pure Visual GUI Agent That Enables Full AI "Screen Viewing and Operation" Workflow
While Cider focuses on speed, Mano-P tackles usability—giving AI the ability to understand and control computers just like a human.
Mano-P is a GUI-VLA agent designed for edge devices, running locally on Mac mini and MacBook. It goes beyond browser-only agents, enabling direct interaction with desktop applications, web interfaces, professional tools, and intricate graphical workflows.
Its core capabilities include:
Complex GUI automation operations, cross-system data integration, long-task planning and execution, intelligent report generation, self-built application developmentThe system relies on pure visual GUI operations, so screenshots and task data never leave the device, ensuring complete privacy and security.
Practical Demonstration: Mano-P Learns Mahjong and Makes Autonomous Decisions
In the demo, Mano-P demonstrated strong performance in a mahjong game. Using only visual perception, it recognizes cards, analyzes the situation, and makes decisions—showing a complete "perception to action" loop.
Two Open Source Projects Join Forces to Create a Private Local AI Infrastructure
Cider (edge inference acceleration) and Mano-P (edge GUI agent) together make a complete local AI stack. Whether you want top inference speed or AI that can handle complex desktop tasks on its own, you get a more capable and private AI experience on Mac.
AIbase Comment: With the growing need for local model deployment, Mininglamp's open-sourcing of Cider and Mano-P directly addresses Mac users' pain points, offering a key reference for practical edge AI and ecosystem growth. Developers interested can check the latest updates and build their own local AI workstation.
Related article
Stripe to Acquire OpenRouter as AI Model Routing Gains Momentum
Stripe has agreed to acquire OpenRouter, an AI model-routing platform that gives developers access to hundreds of models through a single interface. The deal adds model selection and routing to Stripe’s existing work around AI usage and token-based b
Former OpenAI Researcher Barrett Zoph Returns to Google to Support Gemini Development
Barret Zoph, who previously abruptly left and joined OpenAI due to a disagreement with Thinking Machines Lab CEO Miriam Mularati, has once again changed employers. Alphabet's Google announced that Zoph will return as Vice President of Research, bring
How Recursive Intelligence Raised $335M at $4B Valuation in 4 Months
The co-founders of startup Ricursive Intelligence seemed destined to be co-founders.Anna Goldie, CEO, and Azalia Mirhoseini, CTO, are so well-known in the AI community that they were among those AI engineers who “got those weird emails from Zuckerber
Related Special Topic Recommendations
Design & Art
Top AI Illustration Tools: Create Editorial Scenes and Cover Art Faster
2026 Latest Top-rated AI Illustration Tools: Our curated list features the best powerfully designed tools for creating stunning editorial scenes and eye-catching cover art quickly. Each option has gone through rigorous real-world tests, offering a free vs paid comparison to help you find the perfect match for your workflow. Try these must-try solutions today to unlock your AI edge and boost your creative productivity. Explore now at XIX.AI.
10 tools
xix.ai
Education and Learning
Top AI Tutors for Exam Prep: Practice Math, Science, and English
2026 Latest Top-Rated Best AI Tutors for Exam Prep are here on XIX.AI! Our curated list features powerful game-changing tools that offer free vs paid comparison, real-world tests, and weekly updated rankings. They help boost your writing efficiency, simplify complex topic learning, and unlock your academic potential. Explore now to Discover your perfect exam prep tool and Start creating today to Unlock your AI edge!
10 tools
xix.ai
Finance
AI Budget Planning Tools for Personal Money Management
2026 Latest Best Top-Rated AI Budget Planning Tools for Personal Money Management are here on XIX.AI! This curated collection features powerful, game-changing solutions that help you conduct real-world tests, understand spending habits, and create personalized plans to boost productivity. Enjoy a free vs paid comparison along with detailed rankings. Must-try tools designed to simplify money management and unlock your AI edge. Explore now!
11 tools
xix.ai
Health & Wellness
AI Sleep Tracking Assistants: Improve Recovery with Better Bedtime Habits
2026 Latest Best Top-Rated AI Sleep Tracking Assistants curated for ultimate recovery. This fully updated weekly guide features powerful tools that deliver real-world tests, free vs paid comparison, and detailed rankings to help you find the must-try solution that boosts sleep quality and supports better bedtime habits. Explore now at XIX.AI to Unlock your AI edge.
10 tools
xix.ai
Data Analysis
AI SQL Copilots for Product and Revenue Analytics
2026 Latest Best Top-Rated AI SQL Copilots for Product and Revenue Analytics! XIX.AI has curated a powerful, game-changing collection of must-try tools that undergo real-world tests through weekly updated rankings. These tools help users boost productivity significantly by accelerating data analysis, streamlining complex queries, and generating accurate insights to drive smarter business decisions. Explore now to Discover your perfect tool for unlocking your AI edge!
14 tools
xix.ai
Education and Learning
Best AI Homework Helpers That Teach: Learn Concepts, Not Just Answers
2026 Latest Best Top-Rated AI Homework Helpers That Teach Core Concepts Not Just Answers Powerful Tools for Students Must-Try Curated List Weekly Updated Free vs Paid Comparison Real-World Tests Accurate Rankings to Help You Unlock Your Full Learning Potential Explore now to Discover your perfect tool for smarter studying.
10 tools
xix.ai
Comments (1)
0/500
![KeithMoore]()
Just got my M3 Max and was waiting for something like this to make it a true AI powerhouse. Local inference is the future, especially with privacy concerns skyrocketing. Thanks for open-sourcing Cider and Mano-P—can't wait to tinker with GUI agents on my machine! 🖥️✨
Recently, Mininglamp open-sourced two key local AI projects—Cider and Mano-P—that solve critical challenges in Mac inference acceleration and GUI agent operations, offering users a full local AI setup. This transforms the Mac from merely being "able to run AI" into an efficient, private, and deeply controllable AI workstation.
Cider: Unlocking M-Series Chip Potential for Faster, More Efficient Local LLM/VLM Execution
When running local large models on a Mac, many users find that despite powerful hardware, inference speed and memory use often fall short. Cider was built to address this exact problem.
This project fully taps into the INT8 TensorOps engine of M-series chips (particularly the M5), dramatically boosting local inference performance for LLMs and VLMs while slashing memory usage. It offers Mac users a tangible way to run AI models efficiently on edge devices.
Mano-P: A Pure Visual GUI Agent That Enables Full AI "Screen Viewing and Operation" Workflow
While Cider focuses on speed, Mano-P tackles usability—giving AI the ability to understand and control computers just like a human.
Mano-P is a GUI-VLA agent designed for edge devices, running locally on Mac mini and MacBook. It goes beyond browser-only agents, enabling direct interaction with desktop applications, web interfaces, professional tools, and intricate graphical workflows.
Its core capabilities include:
Complex GUI automation operations, cross-system data integration, long-task planning and execution, intelligent report generation, self-built application developmentThe system relies on pure visual GUI operations, so screenshots and task data never leave the device, ensuring complete privacy and security.
Practical Demonstration: Mano-P Learns Mahjong and Makes Autonomous Decisions
In the demo, Mano-P demonstrated strong performance in a mahjong game. Using only visual perception, it recognizes cards, analyzes the situation, and makes decisions—showing a complete "perception to action" loop.
Two Open Source Projects Join Forces to Create a Private Local AI Infrastructure
Cider (edge inference acceleration) and Mano-P (edge GUI agent) together make a complete local AI stack. Whether you want top inference speed or AI that can handle complex desktop tasks on its own, you get a more capable and private AI experience on Mac.
AIbase Comment: With the growing need for local model deployment, Mininglamp's open-sourcing of Cider and Mano-P directly addresses Mac users' pain points, offering a key reference for practical edge AI and ecosystem growth. Developers interested can check the latest updates and build their own local AI workstation.
Stripe to Acquire OpenRouter as AI Model Routing Gains Momentum
Stripe has agreed to acquire OpenRouter, an AI model-routing platform that gives developers access to hundreds of models through a single interface. The deal adds model selection and routing to Stripe’s existing work around AI usage and token-based b
Former OpenAI Researcher Barrett Zoph Returns to Google to Support Gemini Development
Barret Zoph, who previously abruptly left and joined OpenAI due to a disagreement with Thinking Machines Lab CEO Miriam Mularati, has once again changed employers. Alphabet's Google announced that Zoph will return as Vice President of Research, bring
How Recursive Intelligence Raised $335M at $4B Valuation in 4 Months
The co-founders of startup Ricursive Intelligence seemed destined to be co-founders.Anna Goldie, CEO, and Azalia Mirhoseini, CTO, are so well-known in the AI community that they were among those AI engineers who “got those weird emails from Zuckerber
2026 Latest Top-rated AI Illustration Tools: Our curated list features the best powerfully designed tools for creating stunning editorial scenes and eye-catching cover art quickly. Each option has gone through rigorous real-world tests, offering a free vs paid comparison to help you find the perfect match for your workflow. Try these must-try solutions today to unlock your AI edge and boost your creative productivity. Explore now at XIX.AI.
10 tools
xix.ai
2026 Latest Top-Rated Best AI Tutors for Exam Prep are here on XIX.AI! Our curated list features powerful game-changing tools that offer free vs paid comparison, real-world tests, and weekly updated rankings. They help boost your writing efficiency, simplify complex topic learning, and unlock your academic potential. Explore now to Discover your perfect exam prep tool and Start creating today to Unlock your AI edge!
10 tools
xix.ai
2026 Latest Best Top-Rated AI Budget Planning Tools for Personal Money Management are here on XIX.AI! This curated collection features powerful, game-changing solutions that help you conduct real-world tests, understand spending habits, and create personalized plans to boost productivity. Enjoy a free vs paid comparison along with detailed rankings. Must-try tools designed to simplify money management and unlock your AI edge. Explore now!
11 tools
xix.ai
2026 Latest Best Top-Rated AI Sleep Tracking Assistants curated for ultimate recovery. This fully updated weekly guide features powerful tools that deliver real-world tests, free vs paid comparison, and detailed rankings to help you find the must-try solution that boosts sleep quality and supports better bedtime habits. Explore now at XIX.AI to Unlock your AI edge.
10 tools
xix.ai
2026 Latest Best Top-Rated AI SQL Copilots for Product and Revenue Analytics! XIX.AI has curated a powerful, game-changing collection of must-try tools that undergo real-world tests through weekly updated rankings. These tools help users boost productivity significantly by accelerating data analysis, streamlining complex queries, and generating accurate insights to drive smarter business decisions. Explore now to Discover your perfect tool for unlocking your AI edge!
14 tools
xix.ai
2026 Latest Best Top-Rated AI Homework Helpers That Teach Core Concepts Not Just Answers Powerful Tools for Students Must-Try Curated List Weekly Updated Free vs Paid Comparison Real-World Tests Accurate Rankings to Help You Unlock Your Full Learning Potential Explore now to Discover your perfect tool for smarter studying.
10 tools
xix.ai
Just got my M3 Max and was waiting for something like this to make it a true AI powerhouse. Local inference is the future, especially with privacy concerns skyrocketing. Thanks for open-sourcing Cider and Mano-P—can't wait to tinker with GUI agents on my machine! 🖥️✨
