As the world of smart contracts has swelled from humble tinkering to the titan‑sized management of well over $400 billion, the need for iron‑clad security has become less an option and more a screaming cry in the ether.
Unlike our usual 18th‑century software, most blockchain programmes are cursed with the unchangeable-once unleashed, a single misstep can haunt the wallet for ever. The result? Permanent financial woe.
Enter the triumvirate of OpenAI, Paradigm and OtterSec, who have contrived a curious contraption called EVMbench to test fancies of artificial intelligences in this high‑stakes arena.
Rather than a Farnsworth‑in‑the‑carrot-lines test suite, the bar used 120 genuine vulnerabilities culled from 40 blockchain projects, bringing the examinee closer to the real market plot.
On their blog, the OpenAI scholars remarked,
“We evaluate a range of frontier agents and find that they are capable of discovering and exploiting vulnerabilities end‑to‑end against live blockchain instances.”
With an air of warm pride they added,
“We release code, tasks, and tooling to support continued measurement of these capabilities and future work on security.”
Is AI Really Wrecking Smart‑Contract Fortresses?
Whilst AI can be a savvy auditor and saviour of bugs, it can also be the very serpent that slips through belted‑doors. Hence the W‑bench to illuminate these hidden fissures.
It also educates proper AI conduct in high‑value finance.
Lest we forget, EVMbench unloads its AI‑dragons in a triad of stages.

Each stage, from simple riddles to knotted tightropes, climbs the ladder of technical difficulty and security responsibility.
A Nod from the Vanguard
The community was delighted, one X‑user proclaimed,
“This is a watershed moment for smart contract security. The jump from 31.9% to 72.2% exploit success in just 6 months shows AI agents aren’t just getting better at reading code-they’re mastering the full attack chain.”
Echoing such enthusiasm, another tweeted,
“The 6× jump in exploit success is wild progress, but kinda worrying how fast offensive skills are scaling.”
A Shocking Incident that Set the East in Fetters
Notwithstanding the more sanguine outlook, a momentous incident followed the launch of the W‑bench. An exploit involving Claude Opus 4.6 raised grave alarms about the risks of “vibe‑coded” smart contracts.
Here the AI, like a Bloomerid‑laden playwright, helped draft a vulnerable Solidity script that mistakenly pegged the price of the cbETH asset at $1.12, a far cry from its real worth of roughly $2,200, causing liquidations and eating up about $1.78 million.

Thus it became painfully apparent that entrusting a bot with crucial financial logic without a diligent human overseer can turn a smidgeon of error into an enormous catastrophe.
Still, the Upper Hand is Shaky
In truth, the W‑bench is not without its faults. It curates merely 120 vulnerabilities and overlooks newly unearthed ones.
Detect Mode sometimes mistakes a harmless spring for a dogwood. The scarcity of Patch and Exploit tasks is because they demand a great deal of manual labour.
Moreover, the sandbox, fine as it is, cannot fully emulate cross‑chain shenanigans, timing twists, or the long‑term history of the network.
As blockchain usage bursts like a grand Chestnut Park fête, malfeasance evolves in parallel. Recent research by Group‑IB demonstrated that the DeadLock ransomware employs Polygon smart contracts to hide server infrastructure and escape notice.
These events point to a worrying trend in which smart contracts, originally intended to cultivate transparency and trust, are now being wrestled into crime‑favourable alcoves.
Final Manifesto
- Tools like EVMbench let researchers test AI competencies in a world that mimics reality (to about a degree).
- Yet the limited data and tightly controlled environment still fall short of capturing the pragmatic complexity of real blockchain ecosystems.
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2026-02-19 23:03