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From FortiClient EMS, which in turn receives malware hashes detected by FortiClients. The malware hash can be used in an antivirus profile when AV scanning is enabled with block or monitor actions. This feature is supported in proxy and flow mode. If an external malware blocklist and the FortiGuard outbreak prevention database are also enabled in the antivirus profile, the checking order is: AV local database, EMS threat feed, external malware blocklist, FortiGuard outbreak prevention database. If the EMS threat feed and external malware blocklist contain the same hash value, then the EMS infection will be reported if both of them are blocked. See Malware threat feed from EMS for more details and configuration examples. AI-based malware detection The AV Engine AI malware detection model integrates into regular AV scanning to help detect potentially malicious Windows Portable Executables (PEs) in order to mitigate zero-day attacks. Previously, this type of detection was handled by heuristics that analyzed file behavior. With AV Engine AI, the module is trained by FortiGuard AV against many malware samples to identify file features that make up the malware. The AV Engine AI package can be downloaded by FortiOS via FortiGuard on devices with an active AV subscription. The machine-learning-detection setting is enabled by default at a per-VDOM level. Files detected by the AV Engine AI are identified with the W32/AI.Pallas.Suspicious virus signature. To configure machine learning-based malware detection:config antivirus settings set machine-learning-detection {enable| monitor | disable}end FortiGuard provides several sample files to test the AV configuration on the FortiGate, which are available to download from Test the AI-based malware detection feature by downloading AI Sample file. See Example 2: AI sample file.

A specific engine, such as hispasec (hispasec_ai_analysis). [ENGINE]_ai_verdict [ENGINE]_ai_verdict:[benign|suspicious|malicious] Searches for benign, suspicious or malicious verdicts generated by a single Crowdsourced AI engine. VirusTotal introduces new engine-specific search modifiers ([ENGINE]_ai_analysis and [ENGINE]_ai_verdict) as new engines are incorporated into Crowdsourced AI. For example, with the addition of the ByteDefend engine, the platform released two new search modifiers: bytedefend_ai_analysis and bytedefend_ai_verdict.The AI search modifiers can be combined with other AI search modifiers or with any other modifiers supported by VirusTotal using the logical operators AND, OR, and NOT. For example, the search query crowdsourced_ai_analysis:"inject" AND crowdsourced_ai_analysis:"explorer.exe" can be used to identify files that perform injection involving the explorer.exe process. The results returned from VirusTotal include the PowerShell script da.ps1, which injects code from an external file into this process. This functionality of the script is documented in the summary generated by the Code Insight AI engine.da.ps1 injects code into explorer.exe Code Insight analysis of da.ps1 Another example is the search query crowdsourced_ai_analysis:"Shell.Run" AND behavior_created_processes:"powershell.exe". This query can be used to identify files that invoke the Run function of the Windows Script Host Shell object to execute the PowerShell process powershell.exe for conducting further activities. The results returned from VirusTotal include the Visual Basic script 297641663, which executes a PowerShell command using the Run function to download a payload from a remote server.297641663 executes powershell.exe Code Insight analysis of 297641663 Although the AI engines integrated into VirusTotal provide valuable insights, they should be used as tools to assist in malware analysis efforts, as part of a broader analysis strategy. AI engines are designed and trained to analyze code based on historical data, and therefore may not always accurately interpret novel techniques or highly obfuscated code in malware implementations. As a result, the summaries they generate may sometimes lack sufficient or useful information for analysts.Clustering With Search ModifiersThe extensive number of VirusTotal search modifiers enables analysts to query the platform in a practical and precise way. This allows for retrieving submitted artifacts and related information that are relevant to specific threats under investigation. However, false positives (where retrieved data is not related to the investigated threat) and false negatives (where relevant data is missing) can impact the relevance and completeness of search results. The way in which queries are formulated is important for addressing or alleviating the impact of these challenges. Combining search modifiers using the logical operators AND, OR, and NOT and refining

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Crowds with tens of thousands of believable AI agents. This release delivers UX improvements, CPU performance gains, and memory usage optimizations. In addition, the MassEntity processors are now automatically multithreaded. Smart Objects are objects placed in a level that AI Agents and Players can interact with. These objects contain all the information needed for those interactions. In this release, Smart Objects have received general stability and workflow improvements that make it more convenient to set up Smart Object Definitions.State Tree is a general-purpose hierarchical state machine that combines the Selectors from behavior trees with States and Transitions from state machines, enabling you to create highly performant logic that stays flexible and organized. This release includes improved Actor and Blueprint-centric workflows, increased flexibility and modularity, and memory optimizations.And there’s more…These are just some of the new features and enhancements in Unreal Engine 5.1. Check out the release notes to see the full feature list. Some features are Beta, and should not be considered production-ready. See the release notes for details.Get Unreal Engine 5.1 today! If you’re an existing Unreal Engine user, you can download Unreal Engine 5.1 from the Epic Games launcher. If you're looking to dive in for the first time, click the link below to get started. Either way, we hope you enjoy all the new features and upgrades.