Pragmatik(p7k) Labs build digital agents that transform knowledge work and physical agents that bring intelligence into real environments, starting from systems that reason, use tools, learn from feedback, and coordinate action.
Junyang Lin(@JustinLin610) said a life update: i started a new company called Pragmatik (p7k) Labs (语用科技) in shanghai, focusing on the research of next-generation agents across digital and physical worlds. thanks to Gaorong Ventures and HSG (红杉中国 & 高榕创投) for co-leading this round, and to Tencent (腾讯) and Shanghai Engine Fund (上海未来产业基金) for the support.
Pragmatik Labs builds next-generation AI agents that work in both digital spaces and the real physical world. The company aims to create systems that reason, use tools, learn from feedback, and take action to improve work and daily life.
Key facts at a glance
| Item | Details |
|---|---|
| Founded | 2026 in Shanghai |
| Founder | Lin Junyang (former Alibaba Qwen tech lead) |
| Focus | Digital agents + Physical agents |
| Funding | Hundreds of millions USD |
| Valuation | About $2 billion post-money |
| Main investors | Gaorong Ventures, HSG, Tencent, Shanghai Future Industry Fund |
| Contact | contact@pragmatik com |
| Status | Early research stage, no public products yet |
This table shows the most important points right away. Many readers want these facts first.
What Is Pragmatik Labs
Pragmatik Labs is a new AI research company. It creates agents that handle knowledge work online and also act in the physical world. The name comes from "pragmatics," the study of how language works in real situations. The founder chose it because he wants AI that solves real problems.
The company sits in Shanghai and goes by the short name p7k. Its Chinese name is 语用科技. It focuses on systems that go beyond simple chatbots. These agents plan, use tools, learn, and coordinate over long periods of time.
How to Use or Engage with Pragmatik Labs
Right now the site is mainly for information and contact. There are no public tools or apps to try yet.
To connect, send an email to contact@pragmatik com. The company invites people who want to build useful superintelligence that helps humanity. Share a serious note if your work matches their goals.
As products appear later, users will likely interact through software interfaces or physical systems. For now, the main step is to reach out and follow updates.
Core Features and Research Areas
Pragmatik Labs organizes its work into clear areas.
- Digital agents help with knowledge work, daily operations, and large industry workflows.
- Physical agents bring intelligence into real places. They adapt, move, and finish long tasks in the world.
- Research turns into products. Real feedback then shapes the next research steps.
- Long-horizon systems push past current limits and speed up scientific progress.
These agents reason carefully. They use tools when needed. They learn from results. They also work together on complex jobs.
Use Cases
Because the company is new, public use cases are still limited. The planned directions point to clear possibilities.
Digital agents could handle research tasks, business processes, or large data workflows. Physical agents could support robots or machines that complete jobs in factories, homes, or labs. Together they may help scientists speed up discoveries. Companies might use them to automate hard multi-step work.
The focus stays on lasting value for people rather than short demos.
FAQ
Does Pragmatik Labs sell products today?
No. The company is in the research stage and has not released public products yet.
Who started the company?
Lin Junyang started it. He previously led technical work on Alibaba’s Qwen models.
How much funding has it raised?
Reports say hundreds of millions of US dollars. The post-money valuation sits near $2 billion.
Where is the company based?
Shanghai, China.
How can I contact them?
Email contact@pragmatik com.
Contact Info
The official contact is contact@pragmatik com.
Visit the website at pragmatik com for the latest updates.
There is no public phone number or physical address listed on the main site at this time.
Company Lookup
Pragmatik Labs (also called p7k or 语用科技) is a Shanghai-based AI startup. Lin Junyang founded it after leaving Alibaba’s Qwen team in early 2026. The company formed around May 2026 and went public with its plans in August 2026.
Major investors include Gaorong Ventures and HSG (formerly Sequoia China) as co-leads. Tencent and the Shanghai Future Industry Fund also joined. The strong backing shows high confidence in the founder’s track record with large language models and his new focus on agents.
Technology Stack
Public details remain limited because the company is early. The work builds on advanced AI research in large models, reasoning, tool use, multi-agent systems, and embodied intelligence.
Lin Junyang has experience with models like Qwen. The new company plans systems that move from pre-training all the way to real-world action. It will combine digital software agents with physical robots or machines that sense and act in the environment. Feedback from real use will guide future research.
Alternatives
Other groups also work on AI agents. Examples include teams building software-only agents at big labs or companies focused only on robots.
Pragmatik Labs stands out by aiming at both digital and physical worlds at the same time. Many competitors stay in one area. This dual approach plus the founder’s strong background in foundation models gives it a different path. The large early funding also sets it apart from smaller research efforts.
Why Clients or Partners Should Choose Them
People or organizations should consider Pragmatik Labs if they want agents that truly act across screens and the physical world. The team brings deep experience from building top language models. Strong investors support long-term research. The clear goal is useful systems that create lasting value rather than short-term demos.
Because the company is new, the best first step is direct conversation. Those building toward advanced AI that helps humanity may find a good match.
Most Relevant Questions People Also Ask
People often search for answers to these questions:
- Who founded Pragmatik Labs?
- What does Pragmatik Labs do?
- How much funding did Pragmatik Labs raise?
- Is Pragmatik Labs related to Alibaba or Qwen?
- When will Pragmatik Labs release products?
- What is the difference between digital agents and physical agents?
- How can I contact Pragmatik Labs?
- Why is the company called Pragmatik?
These questions match the information people look for most about a new AI research lab.
In short, Pragmatik Labs is a high-profile new player focused on powerful agents that work in digital and physical settings. The company is still early, so details will grow over time. Check the official site and email for the latest news.