Paper proposes EvoVuln, which evolves smart-contract vuln rules from a few labels instead of touching model weights.
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01 02 DV Club Zurich 2026 talks and slides on verifying RISC-V, SoCs, crypto extensions, and connected devices, because silicon loves bugs.03 Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection arxiv.orgPaper on heuristic bias in LLM vuln detectors, plus a black-box attack that flips verdicts without touching code. Charming.04 CyberChainBench: Can AI Agents Secure Smart Contracts Against Real-World On-Chain Vulnerabilities? arxiv.orgBenchmark for LLM agents on smart-contract security, built from 541 real DeFi hacks and checked in forked mainnet sandboxes.