Assessing and Integrating Emerging Technologies
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1 Assessing and Integrating Emerging Technologies TENICA s 2018 Enterprise Innovation Symposium Georgia Tech Global Learning Center Wednesday, May 2, 2018 Richard Domikis Chief Engineer Intelligence & Cyber PERATON The The information information this in document this document is proprietary is proprietary to Peraton. Peraton. It may It may not be not used, be used, reproduced, reproduced, disclosed, disclosed, or exported exported without without the written the written approval approval of Peraton. of Peraton.
2 Cyber Challenges Today s IT environments are large, complex and rapidly changing Enterprise-wide situational awareness for mission ops and security Must include multiple views of the enterprise data Priorities and actions must be coordinated and guided for best overall result Most customers are in continuous operations Changes and improvements must be successfully Integrated into the operational enterprise It s not just technologies but also processes, training and change management COOPs are often giving way to multi-homed operations Static environments moving quickly to virtual and dynamic environments Security has to move from survey and lockdown to continuous virtual monitoring Dynamic environments both help and challenge operations Risk perceptions and risk realities are not always the same 2
3 Cyber Challenges Attacks have become faster, more obscure and more effective Moving enterprises from reactive to proactive postures While reactive defenses will continue they are no longer sufficient Systems have hardened and as a result attacks seek new vectors often unexpected! Threats now decoy and lay dormant to improve attacks/persistence Adversaries have advanced; time from attack to compromise is much shorter The kill-chain has tightened for defense resulting in less time for impact analysis Long-plan actions, including preplaced attacks and defense defeats, are enabling attacks Inside threats can often avoid many of the protections We continue to have events facilitated by insiders (intentional and unintentional) Internal defenses must be balanced with efficient mission operations Large numbers of privileged users with insufficient action controls 3
4 Cyber Environment Evolution Enterprise environments are rapidly evolving Customers use evolving enterprises more cloud, more services, more mobile Economies of scale have moved many to seek storage and compute as a service BYOD (Bring Your Own Device) or UAD (Use Any enterprise Device) have forced enterprise evolutions Increased connectivity and clouds have changed the digital landscape Where our data resides Where value must be protected Perceived and real losses When we were not well connected Things still happened but we didn t know it Things that happened stayed isolated longer The risk and effects were more limited Defenses had time to use lessons learned 4
5 Unexpected Risks Use technologies carefully Un-anticipated risks such as accidental resolution Accidental threats Not all risks are from intentional threats Accidental insiders Accidental spills 5
6 Why Humans Accept Risks Misperception of risk Ambiguous definitions of risks Is a risk a hazard, probability, consequence or description of adversary/threat? Ambiguous quantification of risks How do we accurately quantify risks (deaths per million, deaths per exposure, deaths by age, etc.)? Is it multi-variate on purpose or by accident? Ambiguous perceptions of risks for both laypeople and experts Reality: experts tell laypeople what to think; laypeople form their own opinions Perception of Risk Posed by Extreme Events - Paul Slovic, Elke U. Weber erences/climate%20change%20and%20extreme%20events/slovic%20extreme%20e vents%20final%20geneva.pdf 6
7 To Protect You Must Understand WHY We Accept Risks Risk perceptions experts and the rest of us 4 forms of risk perception (my observation) Agree with Experts Underestimate Risk Overestimate Risk Inconsistent Perceptions Perceived risk attributes (from Slovic s paper) 1. Voluntary Involuntary 2. Chronic Catastrophic 3. Common Dread 4. Certainly Not Fatal Certainly Fatal 5. Known/Exposed Not Known/Exposed 6. Immediate Delayed 7. Known to Science Not Known to Science 8. Controllable Not Controllable 9. New - Old Perception of Risk Posed by Extreme Events - Paul Slovic Elke U. Weber 20Change%20and%20Extreme%20Events/slovic%20extreme%20events%20final%20geneva.pdf Physical often concerned with environment and user proximity Medical often concerned with exposure, infection and response to treatment Criminal often concerned severity, vulnerabilities and avoidable/unavoidable risks Warfare often concerned with perimeters, effect ranges and survivability Composites The reality is most risk analysis includes aspects from several models 7
8 Cyber Environment Evolution The data tsunami isn t going to stop Big Data has become a significant driver for many solutions creation, access, use, storage These are not really laws more like clear trends with strong likelihood of continuing Moore s Law - Processing/$ doubles every months 1965 Gordon Moore Kryder s Law - Storage/$ doubles about every 23 months 2005 Mark Kryder Noah s Law As Processing/$ increases and Storage/$ increases the volume of data grows at a composite rate 2006 Rich Domikis 8
9 Computational Change Point We are now at the point where transistors cannot continue to shrink Things are about to change in significant ways Possibility of temporary stagnation 9
10 Key Challenges What took years now takes months Fast-paced technologies Quantum computing, software defined networks, homomorphic encryption, block chain Many technologies thought theoretical and distant have already arrived The ability to consider and accept a new technology is a challenge If your Approved Product List keeps critical technologies off your network your in trouble! The fact that adversaries will quickly use that same technology as a weapon is a reality Adversaries have become faster and attacks more obtuse As defenses increase attackers are driven to different threat vectors 3 rd party attacks on the increase Effective deployable malware has become a service Threat families and signatures are becoming more difficult to characterize Adversaries ARE profiling defensive tools to better evade detection Adversaries ARE using zero-day data sources to implement fast low-effort attacks Non-traditional paths are being used in the commercial and financial sectors New environments can challenge both attackers and traditional defense mechanisms Clouds and virtualized environments must be considered from both the threat and defense perspectives The ability to spawn, operate and dissolve a virtual environment changes how we must provide security and identify/monitor inside threats 10
11 Key Challenges Big data creates big challenges Big data analytics (getting to the data to find the answer) Finding the data is one challenge Moving or copying data is often impossible Processing must go to the data Often these large repositories are critical for Ops There is NO room for errors or data damage 11
12 Peraton s Solutions Deep Learning Applied to Cyber Deep learning offers significant improvements for cyber security Fast-paced proof of concepts quick and effective will-it-work? analysis Learns like a human using ALL the data 12
13 Peraton s Solutions Applying quantum computing to real-world problems Greenfield Analysis to identify unexplored design directions Quantum computing is here and operational! The challenge now is un-learning We May no longer have to avoid or estimate NP-hard problems We must stop thinking binary and think waves 13
14 Peraton s Solutions Coding a quantum computer is more like writing music Creating a Score on the IBMQ High Performance Grover s Search on the IBMQ Classically, searching an unsorted database requires a linear search, which is O(N) in time. Grover's algorithm, which takes O(N1/2) time, is the fastest possible quantum algorithm for searching an unsorted database. It provides "only" a quadratic speedup, unlike other quantum algorithms, which can provide exponential speedup over their classical counterparts. However, even quadratic speedup is considerable when N is large. Like all quantum computer algorithms, Grover's algorithm is probabilistic, in the sense that it gives the correct answer with high probability. The probability of failure can be decreased by repeating the algorithm. 14
15 Peraton s Solutions It s hard to understand what you can t easily visualize Visualizing big data using glyphs Glyphs are visual multivariate depictions of a data object Data objects can be people, systems, locations even attacks Glyphs can also depict temporal events in data objects Leveraging big data with effective visualizations Can you see something weird? Can you leverage the human processor better? Visualizing temporal events can improve defenses 15
16 Glyphs Applied to Real World Problems Visual fusion of multiple data sources improves situational awareness Network and data visualizations Highly adaptable and frequently virtualized data Traditional visualizations are challenged in depicting reality The Composite View - Data flows, data on the flows, network overlays, GIS overlays, temporal events 16
17 Real World Results Emerging technologies are improving operations Improved operations and security with a number of enabling technologies Control, Situational Awareness and Protections Example: Privileged User Activity Managed Access Automation/Orchestration Orchestration and Automation have created repeatable and share-able playbooks for defense, operations and recovery Machine-Guided actions allow our customers to monitor, decide and grow confidence in automated actions before these are allowed to become fully autonomous Big data visualization The ability to visually explore big data repositories has uncovered numerous events and new research vectors The visualization technologies compliment traditional algorithm and Machine Learning search Quantum, block chain and other emerging technologies Quantum is already improving processing times and quickly maturing Block Chain for Enterprise Configuration management may become the standard 17
18 Questions? When you change the way you look at things, the things you look at change. - Max Planck Richard Domikis Chief Engineer Intel & Cyber rdomikis@peraton.com
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