ANCILE
AutoNoMic Cybersecurity with Adversarial Learning and Explanations
Despite widespread deployment of encryption, firewalls, advanced authentication, and systematic patching, today’s digital infrastructures remain highly vulnerable to sophisticated cyberattacks.
Zero-day vulnerabilities, interoperability constraints that delay patching, phishing and social engineering techniques, and long-running Advanced Persistent Threats (APTs) enable skilled attackers to bypass standard defenses and remain undetected for extended periods.
The frequency and sophistication of such attacks continue to increase, driven by strong economic and geopolitical incentives.
Key Capabilities
Runtime Zero-Day Detection
Detecting zero-day and APT attacks at runtime.
Goal & Plan Inference
Inferring attackers’ goals and plans from evolving anomalies.
Proactive Mitigation
Neutralising threats before critical damage occurs.
Adversarial Co-Learning
Continuously improving defence strategies.



