Security Research

Security Research & Technical Findings

Xenqube's security research covers the threat landscape across Web3 protocols, on-chain AI systems, post-quantum cryptography, and enterprise security operations. Our findings inform both internal engineering practice and published technical guidance for the wider security community.

Web3 security Adversarial AI defense Post-quantum cryptography Smart contract vulnerabilities

Research domains

Smart contract security

Analysis of common and emerging vulnerability patterns in production smart contracts: reentrancy variants, oracle manipulation, flash loan attack surfaces, governance attack vectors, and upgrade proxy risks. Research informs our audit-readiness methodology and development practices.

Adversarial AI security

Research on attack surfaces in AI systems deployed in production: prompt injection, model extraction, data poisoning in training pipelines, adversarial example generation, and guardrail bypass techniques for on-chain and off-chain AI agents.

Post-quantum cryptography

Implementation research on NIST-standardised PQC algorithms: performance benchmarking of CRYSTALS-Kyber and Dilithium in constrained environments, hybrid migration patterns, and cryptographic agility design for long-lived systems.

Web3 threat intelligence

Analysis of on-chain exploit patterns, DeFi protocol attack post-mortems, cross-chain bridge vulnerabilities, and governance manipulation techniques. Used to inform proactive security controls in protocol development engagements.

How research informs engineering

Xenqube's security research is applied directly to the systems we build and secure. Findings from vulnerability analysis are incorporated into the smart contract development methodology, threat modelling frameworks, and security operations runbooks used across all client engagements.

Smart contract development — Vulnerability research drives the security controls built into every contract architecture
Audit preparation — Threat models are built from real-world exploit pattern analysis, not generic checklists
Security operations — Monitoring alert thresholds and incident response playbooks reflect current threat intelligence
PQC migration — Implementation research validates algorithm selection and migration sequencing under real system constraints

Related security services and research

Security services hub — VAPT, smart contract audits, red team, incident response, and PQC
Smart contract audits — Audit readiness preparation, coordination, and remediation
Cryptographic security — Post-quantum migration and key management architecture
Research hub — All research papers and case studies across Web3, AI, PQC, and security
Research papers — Technical papers and analysis by domain
Enterprise Web3 security — Threat modelling, monitoring, and incident readiness

Working on a security challenge?

Share your threat model, system architecture, or security concern. We will scope an assessment or engagement that addresses your specific risk profile.

Schedule a security call All security services Browse research hub