Something I’ve been thinking about lately is how people often overlook one important part of AI infrastructure, the data pipeline.
Most people focus on the models themselves, but models only improve when the data feeding them keeps evolving.
That’s where @PerceptronNTWK becomes interesting to me.
Instead of depending on static datasets controlled by a few centralized providers, the network treats data generation as a continuous process.
Participants help gather raw web data from across the internet.
Then the protocol works on refining that information into structured datasets that AI systems c

Superform Founder Interview: Banks, FinTech, and FTX All Collapse
【Plain Language Summary】This is an in-depth interview with the founder of the crypto yield protocol Superform.
Former professional trader Vikram combines his hands-on experience at top funds to deeply analyze the limitations of traditional finance and FinTech. The article directly addresses retail trading pain points, explains why “self-custody” is the only solution to prevent FTX tragedies, and shares how to create a transparent, secure, and fun “on-chain new bank” by simplifying UX and branding.
For more details, please see:

There is plenty of good stuff in the live stream, hurry up and join the live room to communicate together.

Pangdonglai Group's Employee Shareholding Dividend Plan
The average dividend for frontline employees ranges from 200,000 to 300,000, technical staff receive between 400,000 and 10 million, and store managers can get up to 20 million....
It's truly an amazing company.

#GoldAndSilverMoveHigher
The global precious metals market is once again in focus as gold and silver prices continue to move higher, reflecting growing investor demand for stability in uncertain economic conditions. With inflation concerns, geopolitical tensions, and currency fluctuations dominating headlines, precious metals have regained their position as some of the most trusted safe-haven assets in global finance.
As of 10 March 2026, the bullion market is showing strong momentum. In the international market, gold is trading around $5,170–$5,190 per ounce, while silver is hovering near $8

Using an iPhone in China to activate eSIM is finally hassle-free—no more waiting in line at the carrier store!
1️⃣ The new iPhone 17e supports "AirDrop" transfer: just place your old iPhone (like an iPhone Air that only uses eSIM) nearby, and you can transfer the eSIM in a few steps.
2️⃣ You can also scan the carrier's QR code for instant activation, completely eliminating the need to visit the counter.
3️⃣ The 17e still features a physical SIM slot + eSIM dual solution, making it easy to switch numbers or carriers.
4️⃣ Following this trend, the iPhone 18 Pro/Max debuting this fall is likely t

💥 It's over! The hope for a rate cut in March has been shattered. How should the crypto market proceed next?
I looked at the latest CME data, and my heart sank— the probability of a rate cut in March is only 2.6%, and the chance of no rate cut is as high as 97.4%. It’s basically certain: there’s no need to expect a rate cut at the FOMC meeting on March 20.
Many friends might still be in shock: weren’t we all talking about a rate cut before? Why the sudden change?
# When will the Federal Reserve cut rates?
The root causes are twofold: ongoing tensions in the Middle East + rising oil prices. As

3.10 Bitcoin Evening Analysis
Tonight, Bitcoin is pulling back around 71,260 to build strength, which is a strong shakeout move. The selling pressure at high levels has been fully absorbed, and the bullish pattern remains intact. Currently, the price is consolidating around the 70,455 MA7 moving average. A pullback presents a good opportunity for long positions, with strong support below.
In the short term, focus on the 70,450 support level; holding above this could lead to another attempt to reach the previous high. If broken, watch the strong support at 70,000, where the probability of a bul

Keep falling a bit more, then take the profit. True excellence isn't about forcing yourself to be perfect, but about constantly improving.

20,000,000 $BTC have been mined.
Only 1,000,000 remain.
Scarcity is coded and the last BTC won't be mined until 2140.
Who knows where we'll be by then.

The river has reached the take-profit level, long at 10.88, take profit at 13

#BTC - Monthly Macro Structure ( ONLY FEW 🧠):
#BTC is still trading inside a long-term ascending channel.
📌Key observations:
▪️ Every cycle bottom touches the lower channel
▪️ Expansions move toward upper channel resistance
▪️ Price currently sits mid–upper channel
▪️This means the macro trend remains bullish unless the lower channel breaks.
📌Historical Mid-Cycle Corrections:
#BTC regularly prints deep resets during bull markets ( Measured Move from 50 EMA)
▫️ −15%
▫️ −36%
▫️ −36% ( Similar to 2021 Cycle)
▫️These mid-cycle resets are normal, not necessarily macro tops.
📌Fibonacci Expansion

Haha, the best today——
Why did oil not hit the daily limit when the US and Iran are at war, but Jinlongyu blended oil hit the limit?
Because there's gold, lobster, and oil. No problem!

Short-term rebound correction completed
Hourly chart begins to halt the decline
Buy Bitcoin at any point tonight,
Looking back at the 68,000 area, with a stop at 71,200$BTC ‌

Interact for a free boost 🫴♥️

Gate Launches Gate CLI, a lightweight command-line trading tool designed specifically for developers, quantitative traders, and AI Agents.
Key Highlights:
🔹 Direct access to exchange functions: market data queries, order creation and management, account information retrieval
🔹 No need for complex API integration or programming
🔹 Capable of automatically executing trades based on strategy decisions
🔹 Supports deployment in servers, scripts, or CI environments
🔹 Multi-account management and flexible credential priority settings
As a core component of the Gate for AI framework, combined with

$BTC
People think Bitcoin ranges are random chop.
They're not. They have a lifecycle, and once you understand it, the chop becomes readable.
First, one side of liquidity gets swept. Lows or highs, the order varies. But both sides almost always get cleared before the range resolves.
The sweep below support triggers stops and traps late shorts. The sweep above resistance triggers breakout buyers and traps longs. Once both pools of liquidity have been consumed, the range has served its purpose and the real move begins.
This is why ranges feel impossible to trade. Every breakout looks real. Ever

#GateFebruaryTransparencyReport #GateFebruaryTransparencyReport 📊🔍
Gate February Performance Report — Behind the Numbers
February wasn’t easy for crypto markets. Volatility remained high, many assets faced corrections, and investor sentiment was cautious. Yet, Gate demonstrated strong resilience.
Key Highlights:
Consistent Trading Volume: Despite market swings, trading activity stayed robust, signaling solid liquidity.
User Participation: Growth in active users shows trust and engagement in Gate’s platform.
Market Transparency: February’s report reflects Gate’s commitment to keeping the comm

Remember when yall were selling your ETH to buy pixels here?