VC, Brand Consultants, and Screenwriters Are All Turning Themselves Into AI
Automatically monetize your experience around the clock
Yunzhong, from Aofei Temple
Quantum Bit | WeChat Official Account QbitAI
AI development is now trapped in a major case of “not seeing the forest for the trees.”
Models are getting stronger and frameworks are multiplying. Yet at the same time, the barrier for ordinary people to actually use AI well is only getting higher.
First you need to build a workflow, write skills, and deploy an Agent — only then do you finally earn the right to extend your expertise with AI.
People who understand business end up being assigned tedious chores by AI every day, while people who understand technology still can’t get anywhere near the industry’s real pain points.
This is a supply-demand mismatch around “judgment.” For thousands of years, human expertise could only reside in the body; when you were on the job, it could be called on, and when you retired, it disappeared.
Meanwhile, ordinary people who couldn’t afford expensive consulting fees had no choice but to settle for less.
On May 19, a product called 袋袋（Profy） was quietly released.
It opens up a completely different path: experts can remain experts without learning any new framework at all.
All they have to do is talk through their experience as if chatting normally, and the system automatically packages it into a “digital expert” that can deliver independently.
Even While She Sleeps, Her Judgment Keeps Working
When Selene, an early-stage venture investor, logged into the 袋袋 dashboard, she saw something unexpected.
Looking at the revenue profile since her digital analyst went live,
Only 10% of calls came from peers in the investment industry. The other 90% came from ordinary users thinking about starting businesses.
They treated this early VC’s digital twin as a “simulated venture investment reviewer” available 24/7, repeatedly feeding it their business plans, having it evaluate them, challenge them, and score them.
While Selene was offline and buried in cases, her judgment was being deployed into a market she had never imagined.
Why did this happen?
Selene’s judgment as a VC is extremely sharp. Riding industry trends, she has invested in key sectors such as general-purpose large models, vertical intelligent applications, smart hardware, and robotics, and many of the startups she has backed have already completed multiple rounds of fundraising.
But when she returns to day-to-day work, she still has to deal with tedious desk tasks. Specifically, opening sites like 天眼查, IT 桔子, and 36 氪 to read public information and then write due diligence reports from that material.
That whole process used to take five days.
What she did first in 袋袋 was simple: she read the industry analysis report generated by the system and, in just five minutes, pointed out more than a dozen problems. The system captured and learned from that feedback.
One day later, her digital analyst was up and running.
After entering a sector, it can gather all publicly available information related to the deal in five minutes, then automatically generate a report with deep conclusions and layered risk analysis. For GitHub projects, it can also make the technical entry barriers and commercial potential immediately obvious at a glance.
The entire process was shortened from five days to just under two hours.
Meanwhile, one “beta user” who was considering overseas expansion left this review for 袋袋:
It doesn’t feel like a template. It really feels like I’m talking to someone who truly understands global expansion.
He had no idea who the “person” on the other side actually was.
But moved by that expertise, he found the real expert through the platform and signed a deeper, customized, full-package consulting engagement. Standardized distribution gave rise to high-value services, and a complete commercial closed loop was formed.
That review was about the digital twin of 宫琼（Joanna）—the expert in brand globalization, Joanna.
宫琼 is the founder of 領航國際品牌管理集團 and has spent more than 20 years in international PR and global brand expansion. She previously served as Vice President of 迪思传媒 and was also the chief international PR lead for the Beijing Winter Olympics.
Her judgment framework is sharp and direct. “There is no such thing as ‘the sea’ in overseas marketing. Every country needs its own strategy. The real battlefield is not how many cars are on display at an expo, but how dense the repair network is on the street corners.”
With labor costs rising, the traditional model of “senior people mentoring junior people” can no longer keep up with the explosive demand for overseas brand expansion.
How do you scale and output her top-tier individual capability? That was the driving force behind digitizing herself.
This digital twin unexpectedly became a 24/7 lead-generation engine for 宫琼’s personal brand.
When users on 袋袋 are struck by Joanna’s incisive insights, they go on to find 宫琼 herself through the platform to pursue better strategies and sign higher-value offline, deeply customized full-package consulting.
Standardized distribution gives rise to high-value services, and a new commercial closed loop begins to operate.
The “Technical Moat” of Capturing Tacit Knowledge
These two cases point to the same signal.
The “judgment” that for thousands of years could only live inside a body is now beginning to circulate independently.
In the past, expertise was deeply tied to the person. If you were there, it existed; when you stepped away, it disappeared.
Now it can exist apart from you. It can work for someone while you sleep, and after serving one customer, it can serve the next at zero additional cost.
People with expertise no longer need to be constrained by physical presence. At the same time, ordinary users who cannot afford expensive consulting can also hire expert-level judgment whenever they need it.
Why 袋袋?
If existing Agent platforms teach people how to “build the wheel,” then 袋袋 teaches people how to “drive the car.”
The former is for developers, tech enthusiasts, and geeks who know prompt engineering.
The latter is for people like a vice president who has spent 20 years expanding brands overseas, a VC who has invested in more than ten solid opportunities, or a screenwriter who has spent ten years writing novels…
袋袋’s underlying logic is aligned with the needs of the latter group, and it has a technical moat made up of the following four layers:
- Multi-agent coordination and orchestration. For nonlinear tasks such as investment due diligence or overseas brand expansion, the system does not dump everything into a single model. Instead, it decomposes the goal and invokes different capability modules to work together.
- Tacit knowledge capture. It maps the expert’s implicit actions — the repeated corrections, negations, and additions made during conversation — into reusable task nodes and decision rules.
- Intent calibration. By analyzing semantic differences before and after revisions, it identifies the expert’s true intent — whether they want to reduce cost or avoid risk — and continuously adjusts the agent’s decision-making tendencies accordingly.
- Safety boundaries. Node constraints and red-line interception in the workflow ensure that the model’s reasoning never crosses the safety boundary.
At the architecture level, 袋袋 also uses a two-layer proprietary design.
IP black-box protection sits at the very bottom of the architecture, with encapsulated core logic, private data, and prompt systems all kept server-side under sealed operation.
When users hire an agent, they only get the final output. They cannot view, download, or reverse-engineer the judgment logic behind it in any way.
You buy the fish, not the fishing rod.
That is the prerequisite for experts to hand over the source of their income.
The self-evolution capability ensures that the digital expert gets smarter the more it is used.
On the backend, a five-layer cognitive capture pipeline runs continuously.
L1 raw trace collection, L2 signal extraction, L3 knowledge crystallization, L4 cross-user aggregation, and L5 evolution feedback — all the fine-tuning, revisions, and approvals generated through user interactions are automatically converted into nutrients for the agent’s cognition.
The higher the call frequency, the better the digital expert fits the work and the more accurate it becomes.
In other words, the version an expert releases today is actually the weakest version of their lifetime.
Judgment Is Becoming an Asset That Can Circulate Independently
It is precisely real-world expertise, honed repeatedly in complex commercial settings, that allows 袋袋（Profy） to outperform the base model by nearly 20 points on HLE (Humanity’s Last Exam).
On this globally authoritative benchmark — one of the hardest in modern AI and one that most rigorously tests frontier-level expert cognition — 袋袋 demonstrates what amounts to a generational leap in capability.
The direct result of this technical dividend is an explosion in the product ecosystem.
The team behind 袋袋 is 未来式智能（Agentspro.cn）, which already has three years of experience in the agent space and has served more than 120 major enterprise clients.
With this top-tier technical strength and deep accumulated expertise, 袋袋 is able to open up the high-difficulty implementation and analytical capabilities that were once available only to large enterprises and top institutions, making them accessible to independent experts and a broader general user base.
袋袋’s digital experts do not serve only fellow professionals.
- Entrepreneurs can hire Selene’s digital twin on demand to evaluate their business plans.
- Business leaders preparing to go overseas can directly call on 宫琼’s digital twin to generate market entry plans.
- Cross-border e-commerce sellers can get a global payments and logistics architecture with no-code setup.
- Social media creators can instantly generate viral scripts with a human, emotional tone.
- Startups can obtain expert-level financial, tax, and legal plans at low cost.
Buyers no longer need to keep chasing the moving target of AI complexity. Instead, they can have a top-tier external brain trust made up of the world’s best minds in the field.
On the supply side, even deeper changes are taking place.
Quant fund managers, research analysts, veteran legal professionals, independent tax and finance consultants, marketing growth hackers, experienced social media operators, senior designers, incubator mentors, novel and screenplay authors…
Professionals across fields are starting to put their experience onto 袋袋.
Across every sector, people are trying to detach their judgment from the body and let it operate independently.
Yang Jinsong, founder of 未来式智能, describes the product’s positioning very bluntly:
Large enterprises need customization, which small and medium-sized teams and ordinary users cannot fully use. 袋袋 turns expert capabilities validated by large enterprises into finished products that everyone can buy and use immediately, just like shopping at a supermarket.
The curtain has already risen on the circulation of human expertise as an asset.
When intelligence is freed from the body and becomes a digital asset of nonstop productivity, it is not just a product-level disruption — it means a complete restructuring of the network of commercial efficiency itself.
If you are an experienced expert in a certain field, the registration portal for experts on 袋袋（Profy） is now officially open: https://profy.cn/
As one of the first peers at the forefront of the era, we hope you’ll join us.
With 袋袋, make your “zero marginal cost of wisdom and infinite compounding of judgment” a reality.