According to KookCapitalLLC, advanced rug pull scanning techniques are being used in trading groups (TGs) to identify and avoid high-risk crypto scams, offering traders a strategic edge in safeguarding portfolios against fraudulent tokens (source: @KookCapitalLLC, Twitter, May 4, 2025). These methods enable early detection of suspicious contract activity, liquidity manipulation, and exit scam indicators, which are critical for risk management in volatile altcoin markets. Traders are advised to leverage sophisticated contract analysis tools and remain vigilant for new scam patterns to optimize security and maximize trading opportunities (source: @KookCapitalLLC, Twitter, May 4, 2025).