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GitHub Copilot for Cybersecurity Specialists by Microsoft Press

GitHub Copilot for Cybersecurity Specialists by Microsoft Press

2h 42mIntermediate2026-04-02

Authors

Microsoft Press

Microsoft Press

Microsoft

Tim Warner

Tim Warner

Technical Trainer and Content Developer

Course details

GitHub Copilot transforms security engineering by providing AI assistance for critical security tasks. For cybersecurity professionals, Copilot suggests secure code patterns, generates security test scripts, helps identify vulnerabilities, and automates compliance checks. This course shows how to direct Copilot specifically for security work—aligning with the Microsoft emphasis on shifting left, secure-by-design principles, and defense-in-depth implementation.

This course delivers practical demonstrations showing cybersecurity engineers how to use GitHub Copilot as a security force multiplier, reducing vulnerability detection time and decreasing the number of undetected vulnerabilities in code by measurable margins. Each self-contained module addresses a critical security task: finding and fixing vulnerabilities, implementing strong security protocols, automating security testing, conducting code reviews, and ensuring compliance. The modular structure allows security professionals to immediately apply these techniques to their specific challenges.

Learning objectives
Generate vulnerability detection scripts for OWASP Top 10 and Microsoft-specific threats using Copilot contextual code suggestions, achieving a measurably faster scanning process compared to manual methods.
Implement robust security protocols including secure authentication, encryption, and access controls with AI assistance.
Create comprehensive security testing frameworks that automate SAST, DAST and fuzz testing with minimal effort, reducing the time spent on security testing cycles by measurable percentages.
Accelerate security code reviews using Copilot Chat to identify security flaws and suggest fixes
Automate compliance verification for NIST, CIS, and Microsoft-specific frameworks using Copilot-generated templates, resulting in a quantitative decrease in compliance audit preparation time.

Concepts

Introduction

  • Copilot for Cybersecurity Specialists - Introduction

Vulnerability Detection with GitHub Copilot

  • Learning objectives
  • Set up Copilot for security tasks and secure coding best practices
  • Identify and mitigate SQL injection vulnerabilities in code
  • Detect and prevent XSS vulnerabilities with GitHub Copilot assistance
  • Create custom GitHub Copilot-assisted vulnerability scanners for proprietary code and business logic flaws

Implement Security Protocols

  • Learning objectives
  • Build secure authentication and authorization systems
  • Implement encryption and secure key management
  • Create secure API gateway authentication and enforce least privilege access controls
  • Design zero-trust network access policies and enforce segmentation rules using infrastructure as code

Automated Security Testing

  • Learning objectives
  • Generate AI-assisted security unit tests for critical functions
  • Create fuzz testing harnesses with Copilot for input validation
  • Automate DAST and SAST workflows for web and cloud applications
  • Build continuous security validation pipelines in CI CD

Security Code Review, Threat Modeling, and Auditing

  • Learning objectives
  • Use Copilot Chat to assist in secure code reviews and threat modeling
  • Automatically generate security review checklists and risk assessment reports
  • Create custom security linters and static analysis rules for detecting misconfigurations
  • Automate dependency vulnerability assessments and patching workflows

Compliance, Incident Response, and Configuration Management

  • Learning objectives
  • Generate compliant infrastructure-as-code templates and security baselines
  • Automate CIS and NIST benchmark verification scripts
  • Build STIG compliance validation and auto-remediation tools
  • Automate security documentation, audit logs, and incident response playbooks with AI

Summary

  • GitHub Copilot for Cybersecurity Specialists - Summary

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