AI Can Now Find 70% of Crypto Exploits | Alpin Yukseloglu, EVMBench Creator
Why It Matters
AI’s accelerating ability to uncover smart‑contract exploits forces the crypto ecosystem to adopt defensive, AI‑augmented security now, or face potentially catastrophic breaches as superhuman auditors emerge.
Key Takeaways
- •AI models now detect over 70% of smart contract bugs.
- •EVM Bench benchmark tracks AI progress in crypto security testing.
- •Current AI still trails top human auditors but improving rapidly.
- •Superintelligent AI could disrupt crypto security, demanding proactive defenses.
- •Industry must collaborate on experimental AI frontiers to maintain resilience.
Summary
The Bank of Nation interview with Alpin Yukseloglu, a Paradigm research partner and co‑author of the EVM Bench benchmark, explores how artificial‑intelligence agents are reshaping smart‑contract security. Yukseloglu explains that EVM Bench, an open dataset of fund‑draining bugs, has become a yardstick for measuring AI’s ability to locate, patch, or exploit vulnerabilities in Ethereum‑compatible contracts.
Since the benchmark’s inception six months ago, AI detection rates have surged from under 20 percent to more than 70 percent, outpacing earlier expectations. While current models still lag behind the very best human auditors, the trajectory suggests a superhuman AI auditor could emerge by year‑end, potentially overturning existing security assumptions. Yukseloglu emphasizes that the industry already operates under a threat model of highly skilled adversaries, but the rapid improvement of AI tools accelerates the arms race.
Key moments include Yukseloglu’s analogy that security cameras raise a grocery store’s capacity, and his warning that “by the end of the year, a superhuman AI auditor will completely break all of our assumptions.” He also discusses the psychological challenge of confronting a possible singularity, urging practitioners to focus on agency, incremental progress, and hands‑on experimentation rather than speculative doom.
The takeaway for crypto stakeholders is clear: proactive defense, collaborative research, and integration of AI‑driven auditing pipelines are essential to safeguard the near‑hundred‑billion‑dollar asset pool. Embracing AI as a defensive partner can expand the industry’s “carrying capacity,” while ignoring it risks a sudden security shock as AI capabilities cross the superintelligence threshold.
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