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Security Research AI

Security research is the study of how systems fail and how to make them safer. Done well, it is curious, rigorous, and responsible — understanding a weakness deeply enough to explain it, and disclosing what you find in a way that helps defenders rather than attackers.

MAKEIY works as a research companion for that learning. It can explain how a vulnerability class works, walk through the reasoning behind a defensive control, and point you toward the concepts and terminology you need to go deeper. MAKEIY is built for educational, ethical, authorized use; it declines to help with attacks on systems you do not have permission to test.

How MAKEIY helps

Key terms

Responsible disclosureThe practice of reporting a discovered vulnerability privately to the affected organization and giving it reasonable time to fix the issue before any public discussion. Also called coordinated disclosure; it prioritizes protecting users over publicity.VulnerabilityA flaw or weakness in a system that could be exploited to compromise its confidentiality, integrity, or availability. Not every vulnerability is equally serious; severity depends on how easily it can be exploited and what the impact would be.CVE (Common Vulnerabilities and Exposures)A public catalog that assigns a unique identifier — for example CVE-2021-44228 — to a specific, publicly known vulnerability. A CVE record is the shared reference point defenders, vendors, and researchers use to talk about the same issue.CWE (Common Weakness Enumeration)A community-maintained list of software and hardware weakness types — such as SQL injection or improper authentication. Where a CVE names one specific vulnerability, a CWE names the underlying category of weakness that caused it.

Related topics

Vulnerability Analysis AIUsing an AI assistant to make sense of vulnerabilities — reading CVE records, understanding CVSS severity, mapping to CWE weakness types, and prioritizing what to fix or verify first.Bug Bounty AIHow an AI assistant supports bug bounty hunting — planning reconnaissance, understanding vulnerability classes, and writing clear, responsible disclosure reports for authorized programs.