A New Era Where Experts Become AI: Profy’s Vision for the Independent Circulation of Decision-Making

While AI technology is advancing rapidly, one unresolved challenge remains: how to make the high-level decision-making and tacit knowledge of experts scalable. Traditional AI agent platforms have imposed technical barriers on users, such as workflow construction and prompt engineering. As a result, industry experts find themselves bogged down with mundane AI-related tasks, while technically savvy individuals lack insight into real industry pain points, creating a peculiar mismatch.

Disrupting this status quo is “Profy,” quietly launched on May 19, 2026. This platform allows experts to create independently operable “digital experts” simply by talking about their experiences, without needing to learn any new frameworks. In essence, experts themselves become AI—a bold vision that Profy aims to realize.

Lending VC Judgment 24/7: Selene’s Case Study

Selene, an early-stage venture capitalist, logged into Profy’s management dashboard and encountered unexpected data. According to the revenue profile of her digital analyst, only 10% of consultations came from investors, while 90% were from aspiring entrepreneurs. These users used Selene’s digital twin as a 24/7 “mock venture capital evaluator,” repeatedly submitting business plans for evaluation, critique, and scoring.

While Selene was offline and busy negotiating actual projects, her decision-making abilities were being utilized in an entirely different and unforeseen market. Why did this happen?

Selene’s VC judgment is sharp. She invests in core areas such as general-purpose large models, vertical intelligent applications, intelligent hardware, and robotics, with many of her startups successfully completing multiple funding rounds. However, in her day-to-day life, she still faced tedious desk work—browsing public databases like Tianyancha and IT Juzi, and compiling due diligence reports, which used to take her five days to complete.

Her first task on Profy was remarkably simple. She reviewed an industry analysis report generated by the system and identified over a dozen issues in just five minutes. The system captured and learned from her feedback. The next day, her digital analyst was online. By inputting investment directions, she could retrieve all relevant public data, complete with deep insights and risk hierarchies, in five minutes. This reduced the entire process from five days to less than two hours.

Joanna, the Brand Globalization Expert: A Digital Twin as a Lead Generator

Meanwhile, an “internal tester” exploring overseas expansion left this review on Profy: “It’s not a template. It feels like I’m genuinely speaking with someone deeply knowledgeable about global expansion.” While unaware of the “person” he was interacting with, he was so impressed by the expertise that he sought out the real expert through the platform and signed a consulting contract for deeper customization. This marked the establishment of a complete business cycle, from standardized delivery to high-value-added services.

The review was about the digital twin of Joanna, a brand globalization expert. Joanna is the founder of an international brand management group with over 20 years of experience in international PR and brand globalization. She has served as Vice President of Di Si Media and was the International PR Director for the Beijing Winter Olympics. Her decision-making framework is sharp and direct: “There’s no universal ‘global market strategy.’ It’s a country-by-country approach. The key to success lies not in the number of cars displayed in showrooms, but in the density of repair networks on street corners.”

With rising labor costs, the traditional “mentoring model” of training juniors cannot keep pace with the explosive wave of global brand expansion. Scaling her top-tier personal expertise motivated Joanna to digitize herself. Her digital twin inadvertently became a 24/7 lead generation tool for her personal brand. Users who interacted with Joanna’s digital twin on Profy were so impressed by her sharp insights that they sought direct, high-ticket consulting contracts for even deeper, customized strategies. This created a new business cycle, evolving from standardized delivery to high-value-added services.

Building a Technological “Defense Wall” for Tacit Knowledge: Profy’s Four Core Features

The two case studies above send a clear signal: “decision-making,” which has traditionally been inseparable from humans, is now beginning to circulate independently.

In the past, expertise was tied to individuals—skills existed as long as the expert was available, but disappeared upon retirement. Now, expertise can exist independently, working for others while you sleep, servicing one client after another at zero additional cost. Experts are no longer bound by physical limitations, and ordinary people, who might not afford high consulting fees, can access expert-level decision-making as needed.

So, why Profy? If existing agent platforms teach “reinventing the wheel,” Profy teaches “how to drive.” The former caters to developers, tech enthusiasts, and those fluent in prompt engineering. The latter targets vice presidents with 20 years of experience in global brand expansion, VCs who have funded dozens of promising projects, and scriptwriters with a decade of novel writing experience.

Profy aligns with the latter’s needs and builds its technological defense wall on four core capabilities:

Multi-Agent Collaborative Orchestration

For nonlinear tasks like investment due diligence or global brand expansion, the system doesn’t rely on a single model. Instead, it breaks down the goal and processes it with different capability modules working in coordination.

Capturing Tacit Knowledge

The system maps experts’ implicit actions—repeated corrections, rejections, and additions during conversations—into reusable task nodes and decision rules.

Intent Recognition and Calibration

By analyzing semantic differences before and after corrections, the system identifies the expert’s true intent—whether it’s for cost-saving, risk avoidance, or other reasons—and continuously calibrates the agent’s decision-making preferences accordingly.

Security Boundaries

Process nodes and red-line interventions ensure that the model’s reasoning remains within safe boundaries and does not deviate.

IP Black Box Protection and Self-Evolution

On the architecture level, Profy incorporates two unique features.

1. IP Black Box Protection: At the lowest architectural layer, all core logic, private data, and prompt systems are securely sealed and executed server-side. Users only receive the final output and are unable to view, download, or reverse-engineer the underlying decision logic. This ensures the security of experts’ proprietary knowledge.

2. Self-Evolution Capability: Digital experts improve with use. A five-layer cognitive capture pipeline operates continuously in the backend—L1 trajectory collection, L2 signal extraction, L3 knowledge crystallization, L4 cross-user aggregation, and L5 evolutionary feedback. Each user interaction, fine-tuning, or correction contributes to the agent’s cognitive development. The more it’s used, the smarter it becomes. In other words, the version of the product an expert releases today is the weakest version it will ever be.

Surpassing Baseline Models by 20 Points in HLE: A Testament to Technical Prowess

With its practical business applications, Profy has outperformed baseline models by approximately 20 points in the Humanity’s Last Exam (HLE), a globally recognized benchmark for evaluating complex professional cognitive abilities. This generational leap in capability has directly fueled the explosive growth of the product ecosystem.

The team behind Profy, Agentspro.cn, has been active in the agent field for three years, serving over 120 top enterprise clients. This robust expertise has enabled Profy to deliver high-level analysis capabilities—previously exclusive to large corporations and top institutions—to individual experts and a broader range of users.

From Experts to Everyday Users: Expanding Use Cases

Profy’s digital experts are not limited to serving peers within their field.

• Entrepreneurs: Use Selene’s digital twin to evaluate their business plans on demand.
• Business Leaders Preparing for Global Expansion: Call upon Joanna’s digital twin to generate market entry strategies.
• Cross-Border E-commerce Sellers: Access global payment and logistics architectures without coding knowledge.
• Social Media Creators: Instantly acquire warm, viral scripts with a personal touch.
• Startups: Obtain expert-level financial, tax, and legal solutions at low cost.

For buyers, there’s no need to keep up with the complexities of AI. They gain access to a top-tier external brain team composed of industry leaders.

Decision-Making Becomes an Independently Tradable Asset

On the supply side, a deeper transformation is underway. Quant fund managers, industry research analysts, veteran lawyers, independent financial consultants, marketing growth hackers, social media managers, and seasoned designers—all are beginning to package their decision-making into digital assets for independent circulation.

As a new platform that uses AI to package and disseminate experts’ tacit knowledge, Profy has the potential to revolutionize the expert economy. Rather than replacing human expertise, technology is now expanding and enabling its circulation—a vision that is rapidly becoming a reality.