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How AI can Think Like an Attacker (Carlos Gray at DarkTrace)

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Executive Leaders Network
Executive Leaders Network

Presented at Executive Leaders Network CMO/DPO/CIO/CISO Event on October 06th. "In the face of skyrocketing cyber risk, detecting and responding to attacks is no longer enough. Organizations must take proactive steps to prevent threats before they happen, and to recover if compromised. In this session, Darktrace unveil an ambitious new approach to security, with core engines powering AI technologies to prevent, detect, respond, and ultimately heal from attacks. Together, these engines combine to strengthen organizations’ security posture in a virtuous AI feedback ‘loop,’ which provides powerful end-to-end, bespoke, and self-learning solutions unique to each organization."

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©2022 DARKTRACE
Carlos Gray Product SME ©2022 DARKTRACE 2 HowAICanThinkLikeAnAttacker
3 HowcanAIthinklikean attacker? WhyshouldAIthinklikean attacker? WhyAI? MissionStatement: Freetheworldofcyber disruption.
• Pre-2000s - Creeper, Birth of Antivirus, Internet: Birth of Attacks • 2000s - Criminal Groups Financed : Frequency of Attacks • 2010s - Age of Ransomware : Sophisitication of Attacks • 2020s - Future of Cybersecurity : AI Powered Attacks ©2022 DARKTRACE 4 EvolutionofCyberThreats
5 166% Mandiant(2022) 4.3 million IBM(2022) Increase in Zero Days Average cost of cyber disruption 52% Rapid7(2021) 42:52 Splunk(2022) Exploitations began with Zero Days Median Exploitation time for Ransomware CurrentTrendsofCyberThreats
7 Signature-based Technology Evidence-based Threat Prediction Known Focused on the business, not the threat Known threat actors Unknown actors Unknown attacks Rules-based Technology
• Research-driven with a ‘problem first’ approach • Experts across multiple disciplines • Cutting edge – allowed to fail • Today’s research becomes tomorrow’s product • 100+ patents filed ©2022 DARKTRACE 9 DarktraceCyberAIResearchCentre “[The Centre] saw growth of 69.2% in related patent applications in the three months ending November, compared to the same period [the previous year] - the highest percentage growth out of all companies tracked.” - GlobalData 48% headcount increase in 2021 24 doctorates 60 master’s degrees
1. First phase of AI was consumer Internet data; next phase is ‘entity-centric’ and bespoke to your business 2. Explainable AI clearly communicates the what, when, why, and how 3. AI is making decisions or helping humans make better decisions 4. AI continuously feeds back information to improve outcomes ©2022 DARKTRACE 10 TrendsinAI DarktraceDETECT DarktraceCyber AI ANALYST DarktraceRESPOND DarktraceCyber AI LOOP Self-Learning AI ExplainableAI Micro-DecisionMaking AI Feedback
Self-Learning AI empowers a complete, always-on solution with autonomous feedback continuously improving the state of security. Self-Learning AI empowers a complete, always-on solution with autonomous feedback continuously improving the state of security. Self-Learning AI empowers a complete, always-on solution with autonomous feedback continuously improving the state of security. FPO
• Hardens defenses inside and out environments by feeding back critical information to other parts of the Continuous AI Loop • Identifies key assets across the organization • Visualizes attack paths and enables scenario-based wargaming • Runs real-world and simulated attacks with auto-switching at unsafe levels ©2022 DARKTRACE 15 DarktracePREVENT Know your enemy
• Learns normal’ ‘patterns of life’ to discover unpredictable cyber-threats • Complete visibility across the workforce • Learns ‘on the job’ • Works seamlessly across all environments via an open and extensible architecture ©2022 DARKTRACE 16 DarktraceDETECT See attacks instantly
• Based on an influx of continuously changing information, AI makes micro-decisions in seconds • Proportionate and targeted actions • Reacts faster than human teams • Enforces normal business operations ©2022 DARKTRACE 17 DarktraceRESPOND Disarm within seconds
• Provides a solution to heal from disruption • Restores assets to their condition before an attack • Empowers informed human decisions for healing from attack, while avoiding organizational shutdown • Automates and expedites the process restoring systems to “normal” ©2022 DARKTRACE 19 DarktraceHEAL Restore back to health
• End-to-end cyber security • Creates a bespoke, AI Self-Learning solution unique to each organization • Frees the security team for high value work that only humans can do • Protects revenue, secures the bottom line. ©2022 DARKTRACE 20 DarktraceCyberAILoop:TheBigIdeas Strengthens security posture continuously in a virtuous AI feedback loop
©2022 DARKTRACE 21 ManagingCyberRisk AttackSimulations RedTeam Exercises (blueandpurple) PenetrationTesting AttackSurface Management ThreatIntelligence Vulnerability management ITAssetDiscovery
Hardensecurityinsideandout
©2022 DARKTRACE 24 UseCases ITgovernance Maliciousinfrastructure Supplychainrisk Subsidiary/M&Arisk GDPR Cloudrisks APIsecurity Dataleaks Misconfigurations ShadowIT Blindspots
28
©2022 DARKTRACE

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How AI can Think Like an Attacker (Carlos Gray at DarkTrace)

  • 2. Carlos Gray Product SME ©2022 DARKTRACE 2 HowAICanThinkLikeAnAttacker
  • 4. • Pre-2000s - Creeper, Birth of Antivirus, Internet: Birth of Attacks • 2000s - Criminal Groups Financed : Frequency of Attacks • 2010s - Age of Ransomware : Sophisitication of Attacks • 2020s - Future of Cybersecurity : AI Powered Attacks ©2022 DARKTRACE 4 EvolutionofCyberThreats
  • 5. 5 166% Mandiant(2022) 4.3 million IBM(2022) Increase in Zero Days Average cost of cyber disruption 52% Rapid7(2021) 42:52 Splunk(2022) Exploitations began with Zero Days Median Exploitation time for Ransomware CurrentTrendsofCyberThreats
  • 6. 7 Signature-based Technology Evidence-based Threat Prediction Known Focused on the business, not the threat Known threat actors Unknown actors Unknown attacks Rules-based Technology
  • 7. • Research-driven with a ‘problem first’ approach • Experts across multiple disciplines • Cutting edge – allowed to fail • Today’s research becomes tomorrow’s product • 100+ patents filed ©2022 DARKTRACE 9 DarktraceCyberAIResearchCentre “[The Centre] saw growth of 69.2% in related patent applications in the three months ending November, compared to the same period [the previous year] - the highest percentage growth out of all companies tracked.” - GlobalData 48% headcount increase in 2021 24 doctorates 60 master’s degrees
  • 8. 1. First phase of AI was consumer Internet data; next phase is ‘entity-centric’ and bespoke to your business 2. Explainable AI clearly communicates the what, when, why, and how 3. AI is making decisions or helping humans make better decisions 4. AI continuously feeds back information to improve outcomes ©2022 DARKTRACE 10 TrendsinAI DarktraceDETECT DarktraceCyber AI ANALYST DarktraceRESPOND DarktraceCyber AI LOOP Self-Learning AI ExplainableAI Micro-DecisionMaking AI Feedback
  • 9. Self-Learning AI empowers a complete, always-on solution with autonomous feedback continuously improving the state of security. Self-Learning AI empowers a complete, always-on solution with autonomous feedback continuously improving the state of security. Self-Learning AI empowers a complete, always-on solution with autonomous feedback continuously improving the state of security. FPO
  • 10.
  • 11. • Hardens defenses inside and out environments by feeding back critical information to other parts of the Continuous AI Loop • Identifies key assets across the organization • Visualizes attack paths and enables scenario-based wargaming • Runs real-world and simulated attacks with auto-switching at unsafe levels ©2022 DARKTRACE 15 DarktracePREVENT Know your enemy
  • 12. • Learns normal’ ‘patterns of life’ to discover unpredictable cyber-threats • Complete visibility across the workforce • Learns ‘on the job’ • Works seamlessly across all environments via an open and extensible architecture ©2022 DARKTRACE 16 DarktraceDETECT See attacks instantly
  • 13. • Based on an influx of continuously changing information, AI makes micro-decisions in seconds • Proportionate and targeted actions • Reacts faster than human teams • Enforces normal business operations ©2022 DARKTRACE 17 DarktraceRESPOND Disarm within seconds
  • 14. • Provides a solution to heal from disruption • Restores assets to their condition before an attack • Empowers informed human decisions for healing from attack, while avoiding organizational shutdown • Automates and expedites the process restoring systems to “normal” ©2022 DARKTRACE 19 DarktraceHEAL Restore back to health
  • 15. • End-to-end cyber security • Creates a bespoke, AI Self-Learning solution unique to each organization • Frees the security team for high value work that only humans can do • Protects revenue, secures the bottom line. ©2022 DARKTRACE 20 DarktraceCyberAILoop:TheBigIdeas Strengthens security posture continuously in a virtuous AI feedback loop
  • 16. ©2022 DARKTRACE 21 ManagingCyberRisk AttackSimulations RedTeam Exercises (blueandpurple) PenetrationTesting AttackSurface Management ThreatIntelligence Vulnerability management ITAssetDiscovery
  • 19. 28