frwd labs enables proactive onchain risk management by identifying and classifying high-risk transaction behavior in real-time. Our system analyzes transaction flows to detect patterns associated with money laundering, Sybil activity, coordinated abuse, and market manipulation, including wash trading and self-dealing behaviors that may not be visible through identity-based screening alone. These behavior-based risk signals can be integrated into compliance engines, internal risk systems, or enforced directly via smart contracts and protocol hooks. This allows partners to manage exposure, protect market integrity, and apply policy controls before risk escalates. frwd labs complements existing compliance and monitoring programs by extending risk management from static identity checks to dynamic, behavior-driven controls across stablecoin and DeFi ecosystems.