When Bitcoin fell from a high of $68,000 to $58,000, and the altcoin market was in chaos, did you realize that this crash hides deeper secrets? We organized real cases of blood and tears from the community, discovering that market makers are manipulating retail investors with four new harvesting techniques. These seemingly professional financial operations actually conceal deadly traps.
I. Unilateral Liquidity Pool: A Carefully Designed 'Empty City Strategy'


Classic Case: The LIBRA token, endorsed by the President of Argentina, staged a 'hands-free wolf' performance on the Meteora platform. The project party injected only LIBRA tokens, while the USDC and SOL pools held no funds, creating a false liquidity boom.
Harvesting Logic:
Leverage celebrity effects to attract retail investors
Create the illusion of 'sufficient depth' through unilateral pools
After early participants buy at high prices, the project party suddenly withdraws liquidity to cash out
Identification Key:
Verify the asset ratio of liquidity pools (recommended DeFiLlama tool)
Beware of 'star projects' with no real application scenarios
Pay attention to on-chain anomalies in the project party's wallet
II. Buyback Scam: The Wolfpack Tactics in Sheep's Clothing


Lessons Learned: The Rollbit platform launched a daily buyback and burn mechanism in August 2023, completing a textbook-style harvest within two months. The team turned buybacks into a selling channel through a 'hot wallet - algorithm address' coin washing path.
Operational Closed Loop:
Announce a high percentage of income for buybacks (10%-30%)
Initial pump creates 'value consensus'
Hidden operations turn buyback funds into selling pressure
Anti-Cutting Guide:
Verify the authenticity of the token buyback and burn address
Monitor the fund flow of the project party's wallet (recommended to track with Nansen)
Beware of buyback schemes without audit reports
III. Contract Double Kill Situation: The 'Death Spiral' Under Spot Control

Latest Play:
Market makers first control the spot to create an illusion of price increase
Induce retail investors to open long positions and then suddenly crash the market
Utilize low liquidity in the contract market to trigger liquidations for harvesting
Data is Shocking:
A certain VC coin's contract fee once reached 0.3% per hour
A certain new coin's liquidation rate exceeded 78% in its first week
In the past three months, the liquidation amount in the contract market exceeded $5 billion
Survival Rule:
Stay away from 'meme coins' with daily volatility exceeding 30%
Be cautious with contracts that have leverage ratios exceeding 5 times
Set a hard stop-loss line (recommended not to exceed 5% of the principal)
IV. Staking Traps: The Deadly Temptation Behind High Interest


New Variants:
Design complex staking mechanisms to delay unlock periods
Use lock-up periods to complete the distribution of chips
Staking rewards come from new incoming funds rather than actual profits
Typical Case Analysis:
A certain DeFi project promises an APY of 300%, but the actual annual inflation rate is 500%
A certain GameFi staking unlock requires completing a 30-day task chain
A certain L1 public chain's staking rewards 80% come from new user deposits
Breakthrough Method:
Calculate the real yield rate (excluding token inflation factors)
Check whether the staking contract has set withdrawal restrictions
Beware of high-interest projects with a lock-up period exceeding 3 months
Top Players' Anti-Harvesting Mindset
Expectation Management Technique: When market consensus forms an 'absolute benefit', it is often a precursor to reversal. Truly valuable projects do not need to stimulate the market with 'buybacks', 'staking', and other phrases.
Liquidity Reconnaissance: Use blockchain explorers to monitor large transfers in real-time; when the project party's address shows continuous outflows, immediately activate the warning mechanism.
Anti-Fragile Configuration: Divide the investment portfolio into 'defensive positions' (BTC/ETH) and 'offensive positions', keeping the ratio within 7:3.
Emotion Thermometer: Establish a market panic index monitoring system; when community discussion heat significantly diverges from the coin price, decisively implement profit-taking strategies.
In this zero-sum game of the crypto battlefield, mastering the mindset of market makers is not about becoming a villain, but about forging the ability to see through illusions. Remember: all meticulously designed financial tricks ultimately fall to one word - wait. Wait for the frenzy to fade, wait for value to emerge, and wait for your own batting zone to quietly arrive.