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docs/awesome/awesome-agi-cocosci.md

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* [Artificial Intelligence for Retrosynthetic Planning Needs Both Data and Expert Knowledge](https://pubs.acs.org/doi/full/10.1021/jacs.4c00338) - ***Journal of the American Chemical Society***, 2024. [[All Versions](https://scholar.google.com/scholar?cluster=10595951443492961310)]. The development of AI synthesis planners trained solely on reaction-example-data has stagnated and is not on par with the performance of “hybrid” algorithms combining AI with expert knowledge. This Perspective examines possible causes of these shortcomings, extending beyond the established reasoning of insufficient quantities of reaction data. The authors advocate augmenting the unique capabilities of AI with the knowledge base and the reasoning strategies of domain experts.
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* [Optimizing Spaced Repetition Schedule by Capturing the Dynamics of Memory](https://ieeexplore.ieee.org/abstract/document/10059206) - ***IEEE Transactions on Knowledge and Data Engineering***, 2023. [[All Versions](https://scholar.google.com/scholar?cluster=949715967083833369&hl=en&as_sdt=0,10)].
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* [LEGAL-BERT: The Muppets straight out of Law School](https://aclanthology.org/2020.findings-emnlp.261/) - ***EMNLP'20***, 2020. [[All Versions](https://scholar.google.com/scholar?cluster=11254432523766039890&hl=en&as_sdt=0,5)]. Generating answers to legal questions, analyze contracts, and summarizing legal documents, making legal knowledge more accessible to non-experts.

docs/awesome/awesome-angular.md

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* [liveloveapp](https://liveloveapp.com/) - Workshops are available for Cypress, NgRx, RxJS, AG Grid and web performance.
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* [Angular Material 3 Theming System: Complete Guide](https://angular-material.dev/courses/overview/m3-ng-components) - The only course you will need for Angular Material 3 Theming.
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* [lowgular](https://courses.lowgular.edu.pl/) - The best courses for your career path as an Angular Frontend Developer.
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* [Angular UI](https://angular-ui.com/) - Get ready to build your next web application using Angular with interactive courses and exercises.
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##### On-Site Training
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* [ngx-error-msg](https://github.com/fakeJan499/ngx-error-msg) - The error message mapping library for Angular.
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* [ngx-form-errors](https://github.com/NationalBankBelgium/ngx-form-errors) - Display form validation errors for Angular Reactive forms.
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* [ngx-iban-validator](https://github.com/SKaDiZZ/ngx-iban-validator) - IBAN Validator for your reactive Angular forms, comes without any dependencies and can be used even outside of Angular as standalone function in any JS project. It can perform format, digit, and length IBAN validations.
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* [ngx-validators](https://github.com/marcellodotgg/ngx-validators) - A library that provides additional Angular Validators, including the ones Angular provides.
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#### Icons
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* [HERE maps API for JavaScript](https://www.here.com/docs/bundle/maps-api-for-javascript-developer-guide/page/topics/angular-practices.html) - You can integrate [HERE](https://www.here.com/) Maps with Angular to display interactive maps, geocode addresses, calculate routes, and more, all within the context of your Angular application.
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* [ngx-gaia-gis](https://github.com/Olympus-Analytics/ngx-gaia-gis) - An Angular service that simplifies map creation and interaction using the powerful [OpenLayers](https://openlayers.org/) library.
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* [ngx-google-maps-places](https://github.com/lekhmanrus/ngx-google-maps-places) - Wrapper for new Google Maps Places API, making it easier to integrate Google Places functionality into Angular applications.
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* [angular-yandex-maps](https://github.com/ddubrava/angular-yandex-maps) - Yandex.Maps Angular components that implement the Yandex.Maps JavaScript API.
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#### Markdown
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docs/awesome/awesome-annual-security-reports.md

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- [IBM](https://www.ibm.com/reports/threat-intelligence) - [X-Force Threat Intelligence Index](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/IBM-X-Force-Threat-Intelligence-Index-2024.pdf) (2024) - Provides a comprehensive analysis of global cyber threats, offering insights into attack trends, threat actor tactics, and industry-specific vulnerabilities.
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- [Mandiant](https://www.mandiant.com/m-trends) - [MTrends Special Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Mandiant-M-Trends-2024.pdf) (2024) - Offers insights into advanced persistent threats, emerging attack techniques, and strategies for improving organizational cyber defense.
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- [Microsoft](https://www.microsoft.com/en-us/security/security-insider/intelligence-reports/microsoft-digital-defense-report-2024) - [Digital Defense Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Microsoft-Digital-Defense-Report-2024.pdf) (2024) - Analyzes global cybersecurity trends, offering insights into threat actor tactics, emerging vulnerabilities, and strategies for improving digital defense.
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- [NCC Group](https://www.nccgroup.com/us/threat-monitor-report-2023/) - [Threat Monitor Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/NCCGroup-Threat-Monitor-Report-2023.pdf) (2023) - Provides an analysis of current cyber threats, offering insights into attack trends, vulnerabilities, and strategies for improving organizational cybersecurity.
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- [Rapid7](https://www.rapid7.com/info/2023-mid-year-threat-review/) - [Mid-Year Threat Review](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Rapid7-Mid-Year-Threat-Review-2023.pdf) (2023) - Provides a snapshot of current cyber threats and attack trends, offering insights into emerging vulnerabilities and mitigation strategies.
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- [NCC Group](https://www.nccgroup.com/us/threat-monitor-report-2024/) - [Threat Monitor Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/NCCGroup-Threat-Monitor-Report-2024.pdf) (2024) - Provides an analysis of current cyber threats, offering insights into attack trends, vulnerabilities, and strategies for improving organizational cybersecurity.
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- [Rapid7](https://www.rapid7.com/research/report/2024-attack-intelligence-report/) - [Attack Intelligence Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Rapid7-Attack-Intelligence-Report-2024.pdf) (2024) - Analyzes attack patterns and techniques, offering insights into adversary tactics and strategies for improving organizational cyber defense.
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- [RedCanary](https://redcanary.com/threat-detection-report/) - [Threat Detection Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/RedCanary-Threat-Detection-Report-2024.pdf) (2024) - Examines current attack techniques and detection strategies, offering insights into improving organizational threat detection capabilities.
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- [Secureworks](https://www.secureworks.com/resources/rp-state-of-the-threat-2024) - [State of the Threat](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Secureworks-State-of-the-Threat-Report-2024.pdf) (2024) - Provides a detailed analysis of the evolving cybersecurity landscape based on global intelligence gathering and incident response data.
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## Industry Trends
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- [Accenture](https://www.accenture.com/us-en/insights/security/invest-cyber-resilience) - [State of Cybersecurity Resilience](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Accenture-State-of-Cybersecurity-2023.pdf) (2023) - Provides insights into the state of cybersecurity resilience across various industries, highlighting key trends and challenges faced by organizations.
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- [Aon](https://www.aon.com/en/insights/reports/2024-intangible-versus-tangible-risks-comparison-report) - [Intangible vs. Tangible Risk Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Aon-Intangible-vs-Tangible-Risk-Report-2024.pdf) (2024) - Analyzes cyber and enterprise risk management trends from a survey of over 2,300 respondents across global regions, providing insights into the evolving landscape of tangible and intangible risks.
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- [CompTIA](https://www.comptia.org/content/research/cybersecurity-trends-research) - [State of Cybersecurity](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Comptia-State-of-Cybersecurity-2025.pdf) (2025) - Considerations for cybersecurity in 2025, covering business, application, data, and technology aspects providing a framework for building robust and resilient cybersecurity strategies.
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- [Deloitte](https://www.deloitte.com/global/en/services/risk-advisory/content/future-of-cyber.html) - [Future of Cyber Survey](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Deloitte-Future-of-Cyber-Survey-2024.pdf) (2024) -Explores the future of cybersecurity, providing insights into emerging trends, technologies, and strategies across different sectors.
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- [FERMA](https://www.ferma.eu/publication/global-risk-manager-survey-report-2024/) - [Global Risk Manager Survey Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/FERMA-Global-Risk-Manager-Survey-Report-2024.pdf) (2024) - Analysis of global risk management practices across 77 countries and six regional associations.
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- [ISC2](https://www.isc2.org/landing/Cyberthreat-Defense-Report) - [Cyberthreat Defense Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/ISC2-Cyberthreat-Defense-Report-2024.pdf) (2024) - Examines the current state of cyberthreat defense, including emerging threats and defense strategies across various industries.
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- [KnowBe4](https://www.knowbe4.com/security-culture-research-report) - [Cybersecurity Culture Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/KnowBe4-Cybersecurity-Culture-Report-2024.pdf) (2024) - Explores the state of cybersecurity culture in organizations, highlighting trends and best practices across different sectors.
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- [Kong](https://konghq.com/resources/reports/api-security-ai-threats-it-leader-insights-2025) - [API Security Perspectives](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Kong-API-Security-Perspectives-2025.pdf) (2025) Outlines the growing threat of AI-enhanced attacks on APIs and emphasizes the need for robust API security measures and the rising risks associated with these new types of threats.
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- [Norton](https://www.nortonlifelock.com/us/en/newsroom/press-kits/2022-norton-cyber-safety-insights-report-special-release-online-creeping/) - [Cyber Safety Insights Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Norton-Cyber-Safety-Insights-Report-2023.pdf) (2023) - Provides insights into consumer cyber safety trends and challenges across various industries.
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- [Norton](https://us.norton.com/blog/emerging-threats/threat-report-q2-2024) - [Cyber Safety Insights Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Norton-Cyber-Safety-Insights-Report-2024.pdf) (2024) - Provides insights into consumer cyber safety trends and challenges across various industries.
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- [Proofpoint](https://go.proofpoint.com/Voice-of-the-CISO-Report.html) - [Voice of the CISO Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Proofpoint-Voice-of-the-CISO-Report-2024.pdf) (2024) - Insights into the perspectives and challenges faced by Chief Information Security Officers across different sectors.
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- [PwC](https://www.pwc.com/us/en/services/consulting/cybersecurity-risk-regulatory/library/global-digital-trust-insights.html) - [Global Digital Trust Insights](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/PWC-Global-Digital-Trust-Insights-Report-2024.pdf) (2024) - Examines global trends in digital trust and cybersecurity across various industries.
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- [SANS](https://www.splunk.com/en_us/resources/sans-2024-threat-hunting-survey.html) - [SANS Cyber Threat Hunting Survey](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/SANS-Cyber-Threat-Hunting-Survey-2024.pdf) (2024) - Provides insights into the current state of cyber threat hunting across different sectors.
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- [Checkmarx](https://info.checkmarx.com/supply-chain-survey) - [State of Software Supply Chain Security](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Checkmarx-State-of-Software-Supply-Chain-Security-2024.pdf) (2024) - Provides insights into current trends in supply chain threats across industries such as banking and finance, insurance, software, technology, engineering, manufacturing, industrial, and public sector.
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- [Cycode](https://cycode.com/state-of-aspm-2025/) - [State of Application Security Posture Management](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Cycode-State-of-Application-Security-Posture-Management-2025.pdf) (2025)
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Examines application security challenges and strategies from the perspectives of CISOs, AppSec Directors, and DevSecOps managers across the UK, US, and Germany.
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- [Synopsys](https://www.synopsys.com/software-integrity/resources/analyst-reports/sans-devsecops-survey.html) - [SANS 2023 DevSecOps Survey](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/SANS-DevSecOps-Survey-2023.pdf) (2023) - Examines the current state of DevSecOps practices across various industries.
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- [Snyk](https://snyk.io/lp/state-of-open-source-2024) - [State of Open Source Security](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Snyk-State-of-Open-Source-Security-2024.pdf) (2024) - Examines the current state of open source security, including trends and challenges across various industries.
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- [Traceable](https://www.traceable.ai/2025-state-of-api-security) - [Global State of API Security](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Traceable-Global-State-of-API-Security-2025.pdf) (2025) - Annual survey gathering insights from 1,548 respondents across 100+ countries on the state of API security.
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## Cloud Security
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- [Crowdstrike](https://www.crowdstrike.com/en-us/resources/reports/frost-sullivan-recognizes-adaptive-shield-saas-security-innovation/) - [SaaS Security Posture Management](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Crowdstrike-SaaS-Security-Posture-Management-2025.pdf) (2025) - Analyizes the competitive landscape and identifying key companies in the space. It covers strategic imperatives, growth environment, and the competitive environment within the SSPM sector.
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- [Fortinet](https://www.fortinet.com/resources/reports/cloud-security) - [Cloud Security Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Fortinet-Cloud-Security-Report-2025.pdf) (2025) - Examines the state of cloud security, highlighting key challenges, trends, and best practices for organizations across various industries.
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- [ISC2](https://cloud.connect.isc2.org/cloud-security-report) - [Cloud Security Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/ISC2-Cloud-Security-Report-2024.pdf) (2024) - Provides insights into cloud security challenges, trends, and strategies across different sectors.
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- [Mend](https://www.mend.io/resources/research-reports/the-state-of-supply-chain-threats/) - [State of Supply Chain Threats](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Mend-State-of-Supply-Chain-Threats.pdf) (2023) - Examines the current state of supply chain threats and vulnerabilities across different sectors.
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- [Cisco](https://www.cisco.com/c/en/us/about/trust-center/data-privacy-benchmark-study.html) - [Data Privacy Benchmark Study](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Cisco-Privacy-Benchmark-Study-2024.pdf) (2024) - Provides insights into data privacy trends, challenges, and breaches across various industries.
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- [Code42](https://www.code42.com/content/2024-data-exposure) - [Annual Data Exposure Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Code42-Annual-Data-Exposure-Report-2024.pdf) (2024)
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Highlights insider threat risks and trends based on insights from over 700 security professionals.
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- [Hyperproof](https://hyperproof.io/q1-2025-readers-digest-benchmark-report/) - [IT Risk and Compliance Benchmark Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Hyperproof-IT-Risk-and-Compliance-Benchmark-Report-2025.pdf) (2025) - Examines the state of IT risk and compliance, focusing on the maturation of GRC programs and trends in framework adoption.
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- [Immuta](https://www.immuta.com/resources/2024-trendbook/) - [State of Data Security Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Immuta-State-of-Data-Security-Report-2024.pdf) (2024) - Examines the current state of data security, including challenges, trends, and best practices across various industries.
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- [ISACA](https://www.isaca.org/resources/reports/state-of-privacy-2025) - [State of Privacy](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/ISACA-State-of-Privacy-2025.pdf) (2025) - Outlines key trends in global privacy practices, including staffing needs, budget constraints, and the increasing integration of AI in privacy operations.
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- [Kiteworks](https://www.kiteworks.com/report-2025-forecast-for-managing-private-content-exposure-risk/) - [Forecast for Managing Private Content Exposure Risk](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Kiteworks-Forecast-for-Managing-Private-Content-Exposure-Risk-2025.pdf) (2025) - Outlines 12 predictions for managing private content exposure risk, based on cybercrime, cybersecurity, and compliance trends focusing on sensitive content communications.

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