Most people start with the AI model.
The best AI teams start with the workflow.
That's the difference between a cool demo and a production-ready system.
Before you automate anything, answer these 7 questions:
What triggers the workflow?
What context does the AI need?
What decision should it make?
What tools or APIs should it use?
How will you validate the output?
Where is human approval required?
What defines a successful outcome?
Every reliable AI workflow follows the same architecture:
→ Gather context
→ Reason and decide
→ Take action
→ Validate results
→ Involve humans when needed
→ Learn

#夏日创作营 The rebound is here, but a reversal is still too early
The crypto market is going through a very clear change: liquidity has dried up.
In the past, in a market, as long as there were hot topics, narratives, and liquidity entering, newcomers could quickly find opportunities too. But now it’s different—the market lacks not projects and not information, but new participants, new viewpoints, and new creativity.
So what is the crypto market trading now? Everyone is trading stocks—stock tokens on exchanges, even small-cap alts and majors aren’t being played anymore. As a result, the entire i

$PI Do the testnet exchange actually have data? Everyone take a look.

@Velvet_Capital Another airdrop is coming—there’s still plenty of time to participate right now!
On August 10, Velvet will distribute 2,710,049 $VELVET (current value over $1 million).
The distribution is 100% determined by the Gem leaderboard ranking.
From the screenshots, you can see the top Gems have already reached the multi-billion level (Rank 1 10.60B)—the top is definitely the big-wallet battlefield.
But the official is clear:
Rank 11-425 has a sliding allocation ratio; Rank 426 and above also has allocations—active users can all get a share.
There are still exactly two weeks until the

【$ON Signal】Go long: 1H momentum breakout + 4H golden cross continuation, funding rate steady
$ON 1H RSI surged to 79.83, MACD histogram at 0.0045 keeps expanding, and the order book sell-depth is imbalanced at -14.09%, with buy-side support slightly weaker. The 4H Bollinger Band upper rail at 0.1845 still has some room; in the short term, bullish momentum has not yet exhausted. Objectively, the current risk-reward is 1.5x, but in a high-volatility environment, stop-loss placement is crucial.
🎯 Direction: long
⚡ Entry / limit order: 0.1649337 - 0.1654300
🛑 Stop-loss: 0.1571585
🚀 Target 1:

Congratulations to everyone who invested in… eggs.
July investment returns:
Eggs: +300%
BTC: +12%
Gold: +1.5%
S&P 500: -0.1%
KOSPI: -19%

Dark clouds press down on the city, and the city seems about to be shattered ☁️

$AKE How much capital does it take to pull it back?
I want to go back to Egypt 🇪🇬🇪🇬🇪🇬🇪🇬

Someone turned $200 into $3.2M
Who was his financial advisor?
Asking for myself.

【$CROSS Signal】Go long — Negative funding rate squeeze + rebound on 1H support
$CROSS 0.09981, order-book depth shifted by 20.73% to the downside; buy-side depth at 1.52x crushes sell-side orders. The 1H MACD histogram has narrowed to 0.0003; the 4H Bollinger Band upper rail at 0.1002 has not yet been broken through.
🎯Direction: Go long
⚡Entry/limit orders: 0.09951 - 0.09981
🛑Stop-loss: 0.09482
🚀Target 1: 0.10730
🚀Target 2: 0.11104
🛡️Trade management: Cut position by half at Target 1; move stop-loss to breakeven.
4H RSI 83.88 is in the overbought zone, but 1H RSI 66.72 is neutral. After a

On Hyperliquid, the longs are swearing allegiance to ChangXin Memory, while the shorts are shorting while facing extremely high funding rates.
The CXMT perpetual contract’s funding rate is currently at -0.1775%, which annualizes to -1552%.
What does that mean? If you short $10k, then for each settlement at this rate you have to pay the longs $17.75. In a year, that’s 150k.
Where do the stubborn shorters get their funds from?
According to statistics from the Allium chain data, the main shorting comes from wallets in the Korea region. Korean addresses hold about $760k in short positions;

Just when I was about to go to the forum to curse and rage, I looked at the chart—forget it, this time the market really gave face.
Before the market fully kicked off, $XPIN hovered at the low end for a long time. Everyone was watching and waiting. Instead, I focused on whether it could fall further or whether it would be unable to drop.
Back then, I saw that XPIN’s key levels were still holding. After the pullback, once it stabilized, the buy-side gradually strengthened. When it was pushed down, the bid support didn’t disappear, which meant the structure hadn’t been broken.
So I issued the c

Before Thursday, first try to test around 2,100. In these days, ETH has been steadily rising on increasing volume. Large investors and institutions continue to buy. It will likely be after Thursday at around 2:00 a.m., when the Federal Reserve interest rate decision is released, that the selling pressure comes to hit the market again.

Killing a few people and roaming unchecked in one area—whether they are thieves or bandits.
Killing ten thousand people and galloping across the world—then they are a lord, a minister, and a hero as well. ETH market analysis. #ETH重返1900美元 $ETH ‌

What would Guangzhou Evergrande be like if it had survived until today?

【$BTC Signal】Long + 1H bullish continuation, taking long at the EMA dense zone
$BTC 4H MACD histogram bars narrow but run above the waterline, while the 1H MACD golden cross opens upward. RSI on 1H is 59.3, and the funding rate is 0.0066% (low). In the order book, the sell-side placed orders account for 66%, and buy-side support around 65000 shows clear floor-backing action.
🎯 Direction: long
⚡ Entry/Limit order: 65067.354 - 65173.100
🛑 Stop loss: 64521.369
🚀 Target 1: 66150.696
🚀 Target 2: 66639.495
🛡️ Trade management: - Strategy execution: After reaching Target 1, cut 5

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$PI that shitbag’s long position got liquidated.