
Decoding Crypto Liquidity Pools: How to Spot Manipulations in Meme Coins Like Grokcoin
《如何看池子识破狗庄拉砸的阴谋》
— wsjack.eth🇭🇰 |𝟎𝐱𝐔 (@wsjack_eth) March 8, 2025
做一期数学科普,起因是昨天下午的时候在炒 Grokcoin 这个土狗,觉得很有意思,就和 @0x_KevinZ @IslandCraftor 还有几个合作伙伴朋友拉了个 Google meeting 聊了起来。… pic.twitter.com/FRc2AylW5H
If you’ve ever dived into the wild world of cryptocurrency, especially meme coins on platforms like Solana, you might’ve heard whispers about “dog whales” and liquidity pool tricks. A recent thread on X by wsjack.eth breaks it all down in a mind-blowing way—using math, real-world examples like Grokcoin, and a cool tool called Ave.ai. Let’s unpack this fascinating post and see how it can help you navigate the chaotic crypto markets.
What’s the Buzz About Grokcoin and Liquidity Pools?
The thread kicks off with Grokcoin, a meme coin on Solana that’s part of the Pump.fun ecosystem. Meme coins are known for their volatility—think skyrocketing prices one minute, then crashing the next. Wsjack.eth shares how they missed the initial 50x surge but jumped in during a dip, catching a rebound wave. The secret? They spotted a massive liquidity pool withdrawal (50,000 SOL worth!) from a key pool on Raydium, a decentralized exchange (DEX).
This isn’t just luck—it’s strategy. Liquidity pools are like the fuel tanks of crypto trading. They’re pools of tokens (like SOL and a meme coin) locked in a smart contract on a DEX, ensuring there’s always something to trade. When someone adds or removes tokens from these pools, it can drastically affect the price. Wsjack.eth used this insight to predict a price bounce and make a smart move.
Ave.ai: Your Secret Weapon for Spotting Tricks
One of the coolest parts of the post is the shoutout to Ave.ai, a DEX aggregator that’s apparently unique in showing all the liquidity pool details for a token. Here’s what makes it stand out:
- Pool Transparency: You can see every liquidity pool for a token across different DEXs, like Raydium or Serum, right on the platform.
- Real-Time Changes: Click on a pool, and you’ll see who’s adding or removing funds in real time.
- Trade Routes: It even shows the exact path of every trade, helping you spot unusual activity.
Wsjack.eth explains that watching these pool changes is crucial for spotting “dog whale” manipulations—traders or groups who control the market by adding or removing liquidity to pump or dump a coin. For example, removing liquidity at a low point can make it easier for them to push the price up with less money.

The Math Behind the Magic
Now, let’s get nerdy for a second—don’t worry, I’ll keep it simple. The post dives into math to show how little money it takes to manipulate a meme coin’s price through liquidity pools. Here’s a breakdown:
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Basic Scenario: Imagine a meme coin (let’s call it MEME) launches on Pump.fun with 1 billion total tokens. At launch, 200 million MEME and 79 SOL are in a Raydium pool, and 1 SOL is worth $150. If no one touches the pool, how much would it cost to pump MEME’s market cap to $100 million?
Using a formula called the “constant product formula” (k = x × y, where x is MEME and y is SOL), wsjack.eth calculates it’d only take about $475,000 to hit that $100 million market cap. Crazy, right? That’s because meme coins often start with tiny liquidity, making them easy to manipulate.
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Scaling Up: If the pool grows (say, 10x bigger), it’d cost 10x more to pump the price. But if a “dog whale” removes liquidity at a low point, they can inflate the price with even less money.
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Dumping the Coin: If someone adds a ton of MEME to the pool without adding SOL (called a “single-sided pool”), the price crashes hard. This is a classic “dump” move, and wsjack.eth warns it’s a signal to sell fast.
The post includes handy tables (like the ones in the images) showing how costs scale with market cap or pool size. For example, pumping a coin to a $500 million market cap might only need around $2.4 million if the pool stays small—proof of how volatile and manipulable these coins can be.


Why This Matters for Traders
This isn’t just theoretical—it’s actionable. Wsjack.eth and their crew used these insights to trade Grokcoin successfully, even missing the first wave. By monitoring pool changes on Ave.ai, they spotted a buying opportunity when liquidity was pulled, betting on a rebound. They also credit tools like Ave.ai for helping them avoid traps, like when a “bad actor” added single-sided liquidity to another coin, signaling a dump.
The post emphasizes that while this math works for short-term trades in low-cap meme coins (under $1 million market cap), bigger coins are influenced more by market sentiment, community hype, and KOL (key opinion leader) endorsements. Still, understanding liquidity pools gives you an edge in the fast-paced meme coin world.
Tips for Using This Knowledge
If you’re intrigued and want to try this yourself, here’s what you can do:
- Use Ave.ai: Check out ave.ai to monitor liquidity pools for any Solana meme coin. Look for unusual adds or removals—that could signal a pump or dump.
- Start Small: Meme coins are risky. Only trade what you can afford to lose, and don’t get FOMO (fear of missing out) chasing pumps.
- Learn the Basics: Understand DEXs like Raydium and Pump.fun, and brush up on basic math (like square roots and proportions) to follow pool dynamics.
Final Thoughts
Wsjack.eth’s thread is a goldmine for anyone fascinated by crypto trading, especially meme coins. It’s a mix of math, real-world strategy, and tool recommendations that demystifies how “dog whales” manipulate markets. While the post admits there’s more to learn (like multi-pool arbitrage or MEV attacks), it’s a fantastic starting point for short-term traders.
If you’re into crypto, this post shows why tools like Ave.ai and a bit of math can give you a serious edge. Give it a read, play around with the numbers, and maybe you’ll catch the next Grokcoin wave—without getting burned. Happy trading! 🚀
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