Quote from Marco Langner on November 12, 2026, 8:43 pm

Probabilistic model output and deterministic transaction rules create different evidence, correction, and authority requirements. A useful way to discuss security review guardrails and incident response is to separate the desired outcome from the evidence needed to accept it. Keep model inference, source context, validation, authorization, signing, execution, and audit records as separate observable stages. Read [url=https://finalscout.com/company/defi_security_alliance]defi security[/url]. The complete project resource is available at https://www.tronweekly.com/hyperliquid-hack-21-million-loss/. See defi security for the related overview.