Get to know # Guy Mazaltrim Sr Product Manager -- Enterprise R\&D:Cortex *** ** * ** *** Blogs by Guy Mazaltrim Sort By: Recent Recent Popular *** ** * ** *** [![From ILOVEYOU to AI Defenders – 25 Years of Email Evolution](https://www2.paloaltonetworks.com/blog/wp-content/uploads/2025/12/AdobeStock_1590352091-scaled.jpeg)](https://www2.paloaltonetworks.com/blog/security-operations/from-iloveyou-to-ai-defenders-25-years-of-email-evolution/) ## [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Product Features](https://www.paloaltonetworks.com/blog/security-operations/category/product-features/?ts=markdown), [Uncategorized](https://www.paloaltonetworks.com/blog/category/uncategorized/?ts=markdown) ### [From ILOVEYOU to AI Defenders -- 25 Years of Email Evolution](https://www2.paloaltonetworks.com/blog/security-operations/from-iloveyou-to-ai-defenders-25-years-of-email-evolution/) Email security evolution: From ILOVEYOU to AI-powered phishing. Advanced Email Security stops threats with cross-domain correlation \& automated defense. Dec 11, 2025 By [Yitzy Tannenbaum](https://www.paloaltonetworks.com/blog/author/yitzy-tannenbaum/?ts=markdown "Posts by Yitzy Tannenbaum") and [Guy Mazaltrim](https://www.paloaltonetworks.com/blog/author/guy-mazaltrim/?ts=markdown "Posts by Guy Mazaltrim") *** ** * ** *** [![Battling macOS Malware with Cortex AI](https://www2.paloaltonetworks.com/blog/wp-content/uploads/2023/06/NetSec-Adhoc-Updated-Blog-Image-Resize-508484039-1.png)](https://www2.paloaltonetworks.com/blog/security-operations/battling-macos-malware-with-cortex-ai/) ## [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Use-Cases](https://www.paloaltonetworks.com/blog/security-operations/category/use-cases/?ts=markdown) ### [Battling macOS Malware with Cortex AI](https://www2.paloaltonetworks.com/blog/security-operations/battling-macos-malware-with-cortex-ai/) In this blog, we will be covering a novel machine learning (ML) model incorporated into our macOS agent that enables detecting evolving macOS malware with unprecedented accuracy. Jul 11, 2023 By [Yinnon Meshi](https://www.paloaltonetworks.com/blog/author/yinnon-meshi/?ts=markdown "Posts by Yinnon Meshi"), [Eran Tamari](https://www.paloaltonetworks.com/blog/author/eran-tamari/?ts=markdown "Posts by Eran Tamari") and [Guy Mazaltrim](https://www.paloaltonetworks.com/blog/author/guy-mazaltrim/?ts=markdown "Posts by Guy Mazaltrim") *** ** * ** *** [![Unlocking the Black Box: Transparency for ML-Based Incident Risk Scoring](https://www2.paloaltonetworks.com/blog/wp-content/uploads/2023/03/Focused.jpg)](https://www2.paloaltonetworks.com/blog/security-operations/unlocking-the-black-box-transparency-for-ml-based-incident-risk-scoring/) ## [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown) ### [Unlocking the Black Box: Transparency for ML-Based Incident Risk Scoring](https://www2.paloaltonetworks.com/blog/security-operations/unlocking-the-black-box-transparency-for-ml-based-incident-risk-scoring/) SmartScore is a unique machine learning-driven approach that translates security investigation methods and associated data into a hybrid scoring mechanism. With SmartScore's Explainability, customers get an unparalleled transparency into the features that contributed the most to the incident risk score, and can stay ahead of the cyber security curve. Mar 23, 2023 By [Guy Mazaltrim](https://www.paloaltonetworks.com/blog/author/guy-mazaltrim/?ts=markdown "Posts by Guy Mazaltrim"), [Tuvia Newman](https://www.paloaltonetworks.com/blog/author/tuvia-newman/?ts=markdown "Posts by Tuvia Newman") and [Sharon Datner](https://www.paloaltonetworks.com/blog/author/sharon-datner/?ts=markdown "Posts by Sharon Datner") *** ** * ** *** [![Beating Alert Fatigue with Cortex XDR SmartScore Technology](https://www2.paloaltonetworks.com/blog/wp-content/uploads/2022/07/Coding-6.jpg)](https://www2.paloaltonetworks.com/blog/security-operations/beating-alert-fatigue-with-cortex-xdr-smartscore-technology/) ## [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown) ### [Beating Alert Fatigue with Cortex XDR SmartScore Technology](https://www2.paloaltonetworks.com/blog/security-operations/beating-alert-fatigue-with-cortex-xdr-smartscore-technology/) SmartScore is a unique machine learning-driven approach that translates security investigation approaches along with their associated data into a hybrid scoring mechanism. This new disruptive system uses both ML power and contextual security rules, which are driven and built by security researchers and data scientists together, to generate a reliable risk score that can be used for triaging and prioritization. Aug 04, 2022 By [Niv Sela](https://www.paloaltonetworks.com/blog/author/niv-sela/?ts=markdown "Posts by Niv Sela"), [Guy Mazaltrim](https://www.paloaltonetworks.com/blog/author/guy-mazaltrim/?ts=markdown "Posts by Guy Mazaltrim"), [Gal Itzhak](https://www.paloaltonetworks.com/blog/author/gal-itzhak/?ts=markdown "Posts by Gal Itzhak") and [Yinnon Meshi](https://www.paloaltonetworks.com/blog/author/yinnon-meshi/?ts=markdown "Posts by Yinnon Meshi") *** ** * ** *** *** ** * ** *** Blogs by Guy Mazaltrim Sort By: Popular Popular Recent *** ** * ** *** [![Battling macOS Malware with Cortex AI](https://www2.paloaltonetworks.com/blog/wp-content/uploads/2023/06/NetSec-Adhoc-Updated-Blog-Image-Resize-508484039-1.png)](https://www2.paloaltonetworks.com/blog/security-operations/battling-macos-malware-with-cortex-ai/) ## [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown), [Use-Cases](https://www.paloaltonetworks.com/blog/security-operations/category/use-cases/?ts=markdown) ### [Battling macOS Malware with Cortex AI](https://www2.paloaltonetworks.com/blog/security-operations/battling-macos-malware-with-cortex-ai/) In this blog, we will be covering a novel machine learning (ML) model incorporated into our macOS agent that enables detecting evolving macOS malware with unprecedented accuracy. Jul 11, 2023 By [Yinnon Meshi](https://www.paloaltonetworks.com/blog/author/yinnon-meshi/?ts=markdown "Posts by Yinnon Meshi"), [Eran Tamari](https://www.paloaltonetworks.com/blog/author/eran-tamari/?ts=markdown "Posts by Eran Tamari") and [Guy Mazaltrim](https://www.paloaltonetworks.com/blog/author/guy-mazaltrim/?ts=markdown "Posts by Guy Mazaltrim") *** ** * ** *** [![Unlocking the Black Box: Transparency for ML-Based Incident Risk Scoring](https://www2.paloaltonetworks.com/blog/wp-content/uploads/2023/03/Focused.jpg)](https://www2.paloaltonetworks.com/blog/security-operations/unlocking-the-black-box-transparency-for-ml-based-incident-risk-scoring/) ## [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown) ### [Unlocking the Black Box: Transparency for ML-Based Incident Risk Scoring](https://www2.paloaltonetworks.com/blog/security-operations/unlocking-the-black-box-transparency-for-ml-based-incident-risk-scoring/) SmartScore is a unique machine learning-driven approach that translates security investigation methods and associated data into a hybrid scoring mechanism. With SmartScore's Explainability, customers get an unparalleled transparency into the features that contributed the most to the incident risk score, and can stay ahead of the cyber security curve. Mar 23, 2023 By [Guy Mazaltrim](https://www.paloaltonetworks.com/blog/author/guy-mazaltrim/?ts=markdown "Posts by Guy Mazaltrim"), [Tuvia Newman](https://www.paloaltonetworks.com/blog/author/tuvia-newman/?ts=markdown "Posts by Tuvia Newman") and [Sharon Datner](https://www.paloaltonetworks.com/blog/author/sharon-datner/?ts=markdown "Posts by Sharon Datner") *** ** * ** *** [![Beating Alert Fatigue with Cortex XDR SmartScore Technology](https://www2.paloaltonetworks.com/blog/wp-content/uploads/2022/07/Coding-6.jpg)](https://www2.paloaltonetworks.com/blog/security-operations/beating-alert-fatigue-with-cortex-xdr-smartscore-technology/) ## [Must-Read Articles](https://www.paloaltonetworks.com/blog/security-operations/category/must-read-articles/?ts=markdown) ### [Beating Alert Fatigue with Cortex XDR SmartScore Technology](https://www2.paloaltonetworks.com/blog/security-operations/beating-alert-fatigue-with-cortex-xdr-smartscore-technology/) SmartScore is a unique machine learning-driven approach that translates security investigation approaches along with their associated data into a hybrid scoring mechanism. This new disruptive system uses both ML power and contextual security rules, which are driven and built by security researchers and data scientists together, to generate a reliable risk score that can be used for triaging and prioritization. Aug 04, 2022 By [Niv Sela](https://www.paloaltonetworks.com/blog/author/niv-sela/?ts=markdown "Posts by Niv Sela"), [Guy Mazaltrim](https://www.paloaltonetworks.com/blog/author/guy-mazaltrim/?ts=markdown "Posts by Guy Mazaltrim"), [Gal Itzhak](https://www.paloaltonetworks.com/blog/author/gal-itzhak/?ts=markdown "Posts by Gal Itzhak") and [Yinnon Meshi](https://www.paloaltonetworks.com/blog/author/yinnon-meshi/?ts=markdown "Posts by Yinnon Meshi") *** ** * ** *** {#footer} {#footer} ## Products and Services * [AI-Powered Network Security Platform](https://www.paloaltonetworks.com/network-security?ts=markdown) * [Secure AI by Design](https://www.paloaltonetworks.com/precision-ai-security/secure-ai-by-design?ts=markdown) * [Prisma AIRS](https://www.paloaltonetworks.com/prisma/prisma-ai-runtime-security?ts=markdown) * [AI Access Security](https://www.paloaltonetworks.com/sase/ai-access-security?ts=markdown) * [Cloud Delivered Security Services](https://www.paloaltonetworks.com/network-security/security-subscriptions?ts=markdown) * [Advanced Threat Prevention](https://www.paloaltonetworks.com/network-security/advanced-threat-prevention?ts=markdown) * [Advanced URL Filtering](https://www.paloaltonetworks.com/network-security/advanced-url-filtering?ts=markdown) * [Advanced WildFire](https://www.paloaltonetworks.com/network-security/advanced-wildfire?ts=markdown) * [Advanced DNS Security](https://www.paloaltonetworks.com/network-security/advanced-dns-security?ts=markdown) * [Enterprise Data Loss Prevention](https://www.paloaltonetworks.com/sase/enterprise-data-loss-prevention?ts=markdown) * [Enterprise IoT Security](https://www.paloaltonetworks.com/network-security/enterprise-device-security?ts=markdown) * [Medical IoT Security](https://www.paloaltonetworks.com/network-security/medical-device-security?ts=markdown) * [Industrial OT Security](https://www.paloaltonetworks.com/network-security/medical-device-security?ts=markdown) * [SaaS Security](https://www.paloaltonetworks.com/sase/saas-security?ts=markdown) * [Next-Generation Firewalls](https://www.paloaltonetworks.com/network-security/next-generation-firewall?ts=markdown) * [Hardware Firewalls](https://www.paloaltonetworks.com/network-security/hardware-firewall-innovations?ts=markdown) * [Software Firewalls](https://www.paloaltonetworks.com/network-security/software-firewalls?ts=markdown) * [Strata Cloud Manager](https://www.paloaltonetworks.com/network-security/strata-cloud-manager?ts=markdown) * [SD-WAN for NGFW](https://www.paloaltonetworks.com/network-security/sd-wan-subscription?ts=markdown) * [PAN-OS](https://www.paloaltonetworks.com/network-security/pan-os?ts=markdown) * [Panorama](https://www.paloaltonetworks.com/network-security/panorama?ts=markdown) * [Secure Access Service Edge](https://www.paloaltonetworks.com/sase?ts=markdown) * [Prisma SASE](https://www.paloaltonetworks.com/sase?ts=markdown) * [Application Acceleration](https://www.paloaltonetworks.com/sase/app-acceleration?ts=markdown) * [Autonomous Digital Experience Management](https://www.paloaltonetworks.com/sase/adem?ts=markdown) * [Enterprise DLP](https://www.paloaltonetworks.com/sase/enterprise-data-loss-prevention?ts=markdown) * [Prisma Access](https://www.paloaltonetworks.com/sase/access?ts=markdown) * [Prisma Browser](https://www.paloaltonetworks.com/sase/prisma-browser?ts=markdown) * [Prisma SD-WAN](https://www.paloaltonetworks.com/sase/sd-wan?ts=markdown) * [Remote Browser Isolation](https://www.paloaltonetworks.com/sase/remote-browser-isolation?ts=markdown) * [SaaS Security](https://www.paloaltonetworks.com/sase/saas-security?ts=markdown) * [AI-Driven Security Operations Platform](https://www.paloaltonetworks.com/cortex?ts=markdown) * [Cloud Security](https://www.paloaltonetworks.com/cortex/cloud?ts=markdown) * [Cortex Cloud](https://www.paloaltonetworks.com/cortex/cloud?ts=markdown) * [Application Security](https://www.paloaltonetworks.com/cortex/cloud/application-security?ts=markdown) * [Cloud Posture Security](https://www.paloaltonetworks.com/cortex/cloud/cloud-posture-security?ts=markdown) * [Cloud Runtime Security](https://www.paloaltonetworks.com/cortex/cloud/runtime-security?ts=markdown) * [Prisma Cloud](https://www.paloaltonetworks.com/prisma/cloud?ts=markdown) * [AI-Driven SOC](https://www.paloaltonetworks.com/cortex?ts=markdown) * [Cortex XSIAM](https://www.paloaltonetworks.com/cortex/cortex-xsiam?ts=markdown) * [Cortex XDR](https://www.paloaltonetworks.com/cortex/cortex-xdr?ts=markdown) * [Cortex XSOAR](https://www.paloaltonetworks.com/cortex/cortex-xsoar?ts=markdown) * [Cortex Xpanse](https://www.paloaltonetworks.com/cortex/cortex-xpanse?ts=markdown) * [Unit 42 Managed Detection \& Response](https://www.paloaltonetworks.com/cortex/managed-detection-and-response?ts=markdown) * [Managed XSIAM](https://www.paloaltonetworks.com/cortex/managed-xsiam?ts=markdown) * [Threat Intel and Incident Response Services](https://www.paloaltonetworks.com/unit42?ts=markdown) * [Proactive Assessments](https://www.paloaltonetworks.com/unit42/assess?ts=markdown) * [Incident Response](https://www.paloaltonetworks.com/unit42/respond?ts=markdown) * [Transform Your Security Strategy](https://www.paloaltonetworks.com/unit42/transform?ts=markdown) * [Discover Threat Intelligence](https://www.paloaltonetworks.com/unit42/threat-intelligence-partners?ts=markdown) ## Company * [About Us](https://www.paloaltonetworks.com/about-us?ts=markdown) * [Careers](https://jobs.paloaltonetworks.com/en/) * [Contact Us](https://www.paloaltonetworks.com/company/contact-sales?ts=markdown) * [Corporate Responsibility](https://www.paloaltonetworks.com/about-us/corporate-responsibility?ts=markdown) * [Customers](https://www.paloaltonetworks.com/customers?ts=markdown) * [Investor Relations](https://investors.paloaltonetworks.com/) * [Location](https://www.paloaltonetworks.com/about-us/locations?ts=markdown) * [Newsroom](https://www.paloaltonetworks.com/company/newsroom?ts=markdown) ## Popular Links * [Blog](https://www.paloaltonetworks.com/blog/?ts=markdown) * [Communities](https://www.paloaltonetworks.com/communities?ts=markdown) * [Content Library](https://www.paloaltonetworks.com/resources?ts=markdown) * [Cyberpedia](https://www.paloaltonetworks.com/cyberpedia?ts=markdown) * [Event Center](https://events.paloaltonetworks.com/) * [Manage Email Preferences](https://start.paloaltonetworks.com/preference-center) * [Products A-Z](https://www.paloaltonetworks.com/products/products-a-z?ts=markdown) * [Product Certifications](https://www.paloaltonetworks.com/legal-notices/trust-center/compliance?ts=markdown) * [Report a Vulnerability](https://www.paloaltonetworks.com/security-disclosure?ts=markdown) * [Sitemap](https://www.paloaltonetworks.com/sitemap?ts=markdown) * [Tech Docs](https://docs.paloaltonetworks.com/) * [Unit 42](https://unit42.paloaltonetworks.com/) * [Do Not Sell or Share My Personal Information](https://panwedd.exterro.net/portal/dsar.htm?target=panwedd) ![PAN logo](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/pan-logo-dark.svg) * [Privacy](https://www.paloaltonetworks.com/legal-notices/privacy?ts=markdown) * [Trust Center](https://www.paloaltonetworks.com/legal-notices/trust-center?ts=markdown) * [Terms of Use](https://www.paloaltonetworks.com/legal-notices/terms-of-use?ts=markdown) * [Documents](https://www.paloaltonetworks.com/legal?ts=markdown) Copyright © 2026 Palo Alto Networks. All Rights Reserved * [![Youtube](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/social/youtube-black.svg)](https://www.youtube.com/user/paloaltonetworks) * [![Podcast](https://www.paloaltonetworks.com/content/dam/pan/en_US/images/icons/podcast.svg)](https://www.paloaltonetworks.com/podcasts/threat-vector?ts=markdown) * [![Facebook](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/social/facebook-black.svg)](https://www.facebook.com/PaloAltoNetworks/) * [![LinkedIn](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/social/linkedin-black.svg)](https://www.linkedin.com/company/palo-alto-networks) * [![Twitter](https://www.paloaltonetworks.com/etc/clientlibs/clean/imgs/social/twitter-x-black.svg)](https://twitter.com/PaloAltoNtwks) * EN Select your language