Recently, opportunities for short squeezes in altcoins have frequently appeared. I successfully captured the $VOXEL market using an AI-written monitoring program. This article will detail the strategy logic and prompt writing techniques to help you create your own monitoring bot.
Currently, the cryptocurrency market is exhibiting a risk-averse trend influenced by macro policies, with liquidity in risk assets tightening. Large holders of altcoins are facing a dual dilemma: difficulties in selling in the spot market and an urgent need to find liquidity outlets. The perpetual contract market is becoming a new battleground for large holders to cash out, creating excellent opportunities for sharp traders.
1. Short Squeeze Strategy Operation Mechanism#
How do large holders exit through perpetual contracts? The complete logical chain is as follows:
1. Dilemma of Large Holders#
- Holding a large amount of spot chips
- Direct selling triggers a price avalanche
- Insufficient market depth makes it difficult to sell
2. Advantages of Perpetual Contracts#
- Short stop-loss/liquidation requires buying to hedge
- Forced liquidation mechanism creates liquidity
- Contract market depth is better than spot
3. Inducing Short Strategy#
- Raising spot prices affects the mark price
- Creating a bearish technical pattern
- Attracting retail investors to establish short positions
4. Rate Arbitrage#
- Excessive shorts lead to negative funding rates
- Large holders profit from long positions:
- Funding rate income
- Price difference income
5. Ultimate Harvest#
- Pushing prices to key resistance levels
- Triggering large-scale short liquidations
- Taking the opportunity to distribute spot chips
- Can reverse to short for a second harvest
The essence of this strategy is to utilize the forced liquidation mechanism of the contract market to turn shorts into liquidity providers.
2. Key Monitoring Indicator System#
A complete short squeeze market will present the following data evolution:
Extreme negative funding rate → Abnormal growth in OI → Breaking resistance levels → Long-short ratio declines → OI falls & funding rate normalizes
Specific monitoring indicators are as follows:
1. Abnormal Funding Rate (Core Indicator)#
- Negative value breaks the -0.1% threshold
- Indicates high control of the spot market
- Signal of excessive concentration of shorts
2. Surge in Open Interest (OI)#
- 3-period moving average/10-period moving average > 2
- Large holders build positions by receiving short chips
- Significant increase in market heat
3. Price Breakout Behavior#
- Breaking key resistance levels
- Triggering short stop-loss orders
- Causing a chain liquidation reaction
4. Indicators Returning to Normal#
- Long-short ratio rebounds to normal range
- OI volume gradually shrinks
- Funding rate returns to neutral value
Abnormal fluctuations in funding rates and open interest are core indicators for early warnings!
3. AI Monitoring Bot Setup Guide#
Build an automated monitoring system using Python + Telegram Bot, with key implementation steps:
1. Data Collection Module#
Obtain key data for perpetual contracts from the Binance API:
# Core data fields
"mark_price", # Mark price
"index_price", # Index price
"basis", # Basis
"basis_percent", # Basis percentage
"last_funding_rate", # Funding rate
"oi", # Open interest
"long_short_account_ratio", # Long-short account ratio
"top_trader_account_ls_ratio", # Large account long-short ratio
"top_trader_position_ls_ratio", # Large position long-short ratio
"taker_buy_sell_ratio" # Taker buy-sell ratio
(API documentation: https://developers.binance.com/docs/derivatives)
2. Data Storage Solution#
- Collect data every 5 minutes
- Store CSV files by trading pair
- Path: data/{symbol}.csv
3. Intelligent Alert Logic#
Set up composite trigger conditions:
if (abs(funding_rate) > 0.001) and (MA(OI,3)/MA(OI,10) > 2):
send_telegram_alert()
- Absolute value of funding rate > 0.1%
- Short-term open interest surges by 200%
- Automatically push Telegram alerts
After deployment, it is recommended to combine technical analysis to confirm entry timing and set dynamic take-profit and stop-loss strategies. Opportunities always exist in the market; take action now to deploy your AI trading assistant!
Original @AI Soros Scott
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Further Reading#
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