Tencent Marvis Released: Your Computer Can Now Work for You

Summary: In May 2026, Tencent officially released Marvis—a true AI operating system. It's no longer a traditional assistant that "waits for your command and then executes," but a system-level AI agent capable of autonomous planning, proactive execution, and continuous learning. Your computer can now truly "work on its own."

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When you think of AI, what's the first thing that comes to mind?

Is it a chatbot like ChatGPT that "answers when you ask"? Or a coding assistant like Copilot that "completes a couple of lines while you write code"?

None of these are true "AI agents."

What is a true agent? You give it a goal, and it breaks down the tasks, calls tools, corrects errors, and completes the work—all without you needing to watch over it.

What Tencent Marvis aims to do is bring this capability to the operating system level.

🤔 What Was Wrong with AI Before?

We've all used too many "pseudo-intelligent" AI tools:

Chatbots: You ask one question, it answers one. Multi-turn conversations lose context, let alone proactive work.
AI Assistants: They can help you write emails or make PPTs, but every step requires your instruction. If you don't speak, it doesn't move.
AI Feature Integrations: Windows Copilot, Mac's Apple Intelligence—these are all "patches" on existing systems, not natively designed AI systems.

The core problem: These AIs are all "waiting for your command," not "proactively helping you work."

Marvis's difference lies in the fact that it's designed as a "system-level agent," not a "chat window."

🚀 What Exactly is Marvis?

Simply put: Marvis = AI Operating System + Agent Engine + System-Level Permissions.

It has three core capabilities:

1. Autonomous Planning and Execution

You give it a goal, such as "Help me organize last week's emails, flag the important ones, and then write a summary."

A traditional AI would ask you: "How do you want to organize them? By sender or by topic? How many words for the summary?"

Marvis won't ask—it will: 1. Scan your emails 2. Determine which are important (based on your historical behavior) 3. Auto-categorize 4. Generate a summary 5. Place the results on your desk

No need for you to watch the whole time. You can go make tea, and when you return, the results are there.

2. System-Level Permissions and Tool Calling

This is the most powerful part of Marvis—it has permissions.

Can read your files, emails, calendar
Can call system tools (screenshot, open apps, execute scripts)
Can operate third-party software (Office, browser, WeChat)
Can search the internet, call APIs, execute automated tasks

In other words, Marvis can do just as much as you can do sitting in front of your computer.

This is the true meaning of "your computer can now work on its own."

3. Continuous Learning and Personalization

Marvis remembers your habits:

When do you like to process emails?
What is your work process?
Which software and features do you commonly use?

It will proactively optimize execution strategies based on these habits.

For example, if it notices you process emails at 9 AM every day, it will automatically start organizing at 8:50 AM, so when you open your computer at 9 AM, the emails are already organized.

Key Point: This is not a "scheduled task," but "proactively doing it after understanding your habits."

💡 What Can Marvis Help You With?

Let's talk about specific usage scenarios, and you'll understand what it's doing:

Scenario 1: Auto Email Processing + Schedule Management

You only need to say: "Help me see which emails are important this week, flag the ones that need replies, and then fill meeting times into my calendar."

Marvis will: 1. Scan the inbox 2. Use AI to judge email importance (based on sender, keywords, your historical reply habits) 3. Auto-reply to simple emails (like "Received, I'll reply to you before Friday") 4. Extract important emails to a to-do list 5. Read meeting times from emails and auto-create calendar events 6. Remind you 15 minutes before meetings

What did you do? Nothing. Marvis handled everything.

Scenario 2: Auto-Generate Weekly Reports + Data Organization

You only need to say: "Help me generate this week's work weekly report, extract my work content from Feishu docs, categorize by project, and then send it to my boss."

Marvis will: 1. Read Feishu docs (requires your authorization once) 2. Use AI to extract key work content 3. Organize by project category 4. Generate weekly report (with data, conclusions, next week's plan) 5. Send email to your boss

What did you do? Said one sentence. The weekly report is written.

Scenario 3: 7×24 Hour Monitoring System + Auto-Alarm

You only need to say: "Help me monitor server status. If CPU exceeds 80% or memory is insufficient, immediately notify me on WeChat."

Marvis will: 1. Continuously run in the background (even if you close your laptop) 2. Check server status every 5 minutes 3. If conditions are triggered, immediately send WeChat notification 4. Can even auto-execute preset repair scripts (like restarting services)

What did you do? Said one sentence. Then it monitors for you 24 hours.

This is the true value of an agent computer: Not that "it can help you work," but that "it can continue working when you're not there."

🔥 Why is Marvis So Important?

Because it marks the leap of AI from "tool" to "colleague".

Previous AI was a tool—you take it out when you need it, and put it aside when you don't.

Marvis is a colleague—you assign it tasks, it goes off to work, and when it's done, it tells you the result. You don't need to watch it, and you don't need to instruct every step.

The significance of this leap cannot be overstated:

Productivity Liberation: You no longer need to spend time on repetitive work (organizing emails, writing weekly reports, monitoring data)—all of this can be handed over to Marvis.
7×24 Hours Non-Stop: Marvis can keep running (even on local devices, like Kaihe Intelligent Agent Computer), and it will still be working while you sleep.
Personalization and Continuous Learning: Marvis will understand you more and more, and work more and more in line with your habits.

⚖️ Marvis vs. Other AI Operating Systems

Comparison Dimension	Tencent Marvis	Windows Copilot	Apple Intelligence	Traditional AI Assistant
Autonomous Planning	✅ Fully Auto	❌ Needs Instruction	❌ Needs Instruction	❌ Needs Instruction
System-Level Permission	✅ Native Support	⚠️ Partial Support	⚠️ Partial Support	❌ Not Supported
7×24 Running	✅ Supported	❌ Not Supported	❌ Not Supported	❌ Not Supported
Continuous Learning	✅ Personalized	⚠️ Partial Support	⚠️ Partial Support	❌ Not Supported
Local Running	✅ Supported (with Kaihe)	❌ Not Supported	❌ Not Supported	❌ Not Supported

Core Difference: Marvis is a "native AI operating system," while others are all "adding AI features on top of existing systems."

🤔 Will Marvis Replace Humans?

No. At least not now.

What Marvis can do is repetitive, rule-based, and standardized work, such as: - Organizing emails - Generating reports - Monitoring data - Auto-replying to simple inquiries

But it can't do work that requires creativity, judgment, and interpersonal skills, such as: - Writing a strategic analysis with insights - Doing a personalized customer communication - Designing an innovative product solution

So, the value of Marvis is not to "replace humans," but to "free humans from repetitive labor to do more valuable things."

💪 Kaihe + Marvis = True 24-Hour Agent

Marvis is powerful, but it needs a hardware platform that can run 7×24 hours.

This is the value of Kaihe Intelligent Agent Computer:

A1/B1: Low power consumption (≤10W), 7×24 hours of running without dropping the chain, suitable for running continuous agent tasks like Marvis.
D1/E1/F1/G1: Can deploy large models locally, suitable for scenarios with high privacy and latency requirements.

Key Point: Marvis is "software," Kaihe is "hardware." Software needs hardware to run 7×24 hours, and hardware needs software to realize its value. The combination of the two is the true "agent computer."

🎯 Conclusion: The Era of AI Operating Systems Has Truly Arrived

The release of Tencent Marvis marks the entry of AI from the "tool era" into the "agent era".

This is not a simple "AI feature upgrade," but a fundamental change in human-computer interaction:

Before: Human commands AI → AI executes → Human checks result
Now: Human gives goal → AI plans and executes on its own → Human checks result (or doesn't check)

Marvis is just the beginning. More AI operating systems will appear in the future, and they will become more powerful, more personalized, and more like your "digital colleague."

Are you ready?

Kaihe Intelligent - AI Frontier Tracking

Marvis is an AI operating system released by Tencent that can autonomously plan, proactively execute, and continuously learn, truly letting computers "work on their own." Combined with Kaihe Intelligent Agent Computer (A1/B1 series, 7×24 hours of low-power operation), it can achieve true 24-hour agent workflows. The future is already here, it's just not evenly distributed yet.