TradingBeats identified a seven-month fund trail linking the April XPL flash crash to the November 1 manipulation and liquidation event, with highly overlapping fund flows between the two incidents. Cross-chain, multi-address tracing confirmed that one tranche of funds connects directly back to the April manipulation team. The on-chain sleuths noted a recurring operational pattern: when dormant addresses reactivate, the group tends to replicate its playbook across different tokens, including FARTCOIN and other assets in serial operations. TradingBeats suggested that tracking this cross-period fund line could help identify the group's next target before an attack occurs.