Evidence Over Confidence: Redesigning AI-Assisted Security Review

Large language models often generate security findings that sound authoritative but lack supporting evidence, creating dangerous false confidence in audits. EllipticZero Research Lab addresses this by using AI for planning and hypothesis generation while tethering verification to reproducible local evidence and human validation. This approach—treating AI as a workflow assistant rather than an authority—is essential for building trustworthy AI-assisted security tools in high-stakes domains like smart contract auditing.