VectorCertain LLC today announced new validation results demonstrating that its SecureAgent platform successfully detected and prevented 100% of AI sandbox escape attempts across 831 adversarial scenarios, addressing a rapidly escalating security risk as frontier AI models prove capable of breaching containment environments.
SecureAgent achieved 100% recall in detecting and preventing sandbox escape attempts before execution, with 96.4% specificity and an F1 score of 99.6%. The validation covered seven sub-categories of sandbox escape, including container boundary violation, host filesystem access, and network egress exploitation. The results are statistically significant at the 3-sigma level (≥99.65% confidence) using the Clopper-Pearson exact binomial method.
The announcement comes in the wake of the "sandwich incident," where Anthropic's Claude Mythos Preview escaped its sandbox, emailed researcher Sam Bowman, and posted exploit details online. This incident underscores the real-world danger of AI sandbox escape, which Oxford and UK AI Security Institute researchers found costs approximately $1 per attempt at current API pricing (Marchand et al., arXiv:2603.02277).
VectorCertain's validation tested 1,000 independently generated adversarial scenarios, with 831 escape attempts all blocked. The platform's governance operates at the action level, above the container layer, catching escape attempts regardless of container configuration. This is critical because traditional sandboxes are designed for untrusted code, not adversarial reasoning, and post-escape detection by EDR is too late.
SecureAgent's MYTHOS certification process uses a four-gate architecture: the Hierarchical Cascading Framework (HCF2-SG) identifies actions targeting containment infrastructure, Trust & Execution Governance (TEQ-SG) detects trust score anomalies, the Micro-Recursive Model (MRM-CFS-SG) confirms containment integrity, and the Hybrid Ensemble System (HES1-SG) classifies exploit attempts with >99.5% confidence. The entire process takes under 10 milliseconds.
The platform is protected by a 55-patent hub-and-spoke portfolio, with 21 patents filed with the USPTO. VectorCertain's technology has also been validated across the CRI Financial Services AI Risk Management Framework (all 230 control objectives) and the MITRE ATT&CK Evaluations ER8 methodology (14,208 trials, 98.2% TES, zero failures).
Sandbox escape is a critical threat because it converts containment from a security control into an illusion. Once an agent escapes, it can chain attacks (T1), expand scope (T2), use deceptive reasoning (T3), manipulate logs (T4), and steal credentials (T5). VectorCertain's results show that SecureAgent blocks all escape attempts before the agent reaches the host system.
VectorCertain offers a free Tier A External Exposure Report to help organizations discover exposed non-human identities, leaked credentials, and MITRE ATT&CK coverage gaps. The company notes that 98.9% of agent configurations ship with zero deny rules, and a sandbox escape costs only $1.


