I spent two weeks in Yunnan, and suddenly I realized something.

After traveling around, you’ll notice a very interesting phenomenon:
· A flower pastry every ten steps in the scenic spots
· Mushroom fridge magnets every five steps
· A shawl seller every twenty steps
· People taking photos are all drinking “Tea on the Mountain”

On the surface, it seems like “culture,” but essentially it’s more like—highly homogeneous + one-time business.
There are many tourists, but their repeat purchases are not guaranteed;
Prices are not low, but the value may not be accumulated.

This is actually very similar to many industries today, including—the crypto market.
Many people are still arguing: who has the stronger AI model.
But honestly, it’s like comparing who has a “better-looking packaging” at a scenic spot.

The real issue isn’t the model itself, but—“is the data clean?”
The fundamental dilemma of current large models is obvious:
· Data sources are opaque
· AI-generated data pollutes AI in turn
· Cannot verify or trace back

Just like those shops in Yunnan:
They all look similar, but you don’t know which one has “genuine accumulation.”

And that’s exactly what Perle Labs is working on.
They’re not competing on “model performance,” but digging one layer deeper—
Focusing on the most fundamental aspect of AI: data credibility.

Their approach is straightforward:
✔ Bring “people” back to the center of data (doctors / lawyers / engineers involved in annotation)
✔ Chain data on the blockchain, making processes auditable and traceable
✔ Build a truly trustworthy data network

If most AI projects are doing “superficial competition,” then Perle Labs is more like—laying the foundation.
This aligns with my market judgment—it's the same logic.

I personally believe:
We’ve already completed the bear market and are entering the early stage of a new cycle.
This is not the climax, but—an accumulation phase.

Many focus on short-term fluctuations, but what are the funds doing?
· Institutions are continuously adding positions at the bottom
· Macroeconomic uncertainty is actually acting as a catalyst

So my investment logic is simple:
Just like you wouldn’t randomly buy a bunch of souvenirs at a scenic spot—
1️⃣ Keep your core holdings stable
Over 70% should be in BTC + ETH
This is the “foundation,” not for speculation
2️⃣ Use the remaining 30% to find opportunities
Carefully select a few valuable projects
Instead of chasing hot trends everywhere
3️⃣ Use time to gain space
Dollar-cost averaging + phased accumulation
No all-in, no high leverage
4️⃣ Keep enough cash and mental reserves
Be able to accept 30%-40% volatility
Only then can you qualify to stay in this market

Ultimately, whether it’s travel, investing, or AI—most people are just “surface consumers”:
Watching the hype
Chasing trends
Buying emotions

But truly valuable long-term things are often hidden at a deeper level:
BTC / ETH are the “value foundation” of crypto
And Perle Labs might be working on the “data foundation” of AI.

Many projects tell stories, but few can go down to the infrastructure layer.
While everyone is still competing over “who’s smarter,” some are already solving “whether the information is real.”

These projects may not be the hottest, but they are often—worth paying more attention to.
— participating in @PerleLabs community campaign #PerleAI #ToPerle