CVEF
Continuous Vulnerability
Elimination Factory™
Powered by Frontier Defense™
Powered by AI. Verified by AI.
Zero Exploitable Vulnerabilities in 90 Days
The industry's first AI-native Continuous Vulnerability Elimination Factory (CVEF) continuously discovers, prioritizes, remediates, verifies, and eliminates exploitable vulnerabilities across applications, open-source software, containers, and AI-generated code.
Frontier Defense uses frontier AI reasoning models to discover novel vulnerabilities, validate exploitability, generate deployment-ready patches, and verify exploit closure before delivery.

See Continuous Vulnerability Elimination in Action
Watch a 60-second CVEF Demo Video
Frontier Defense™
The AI Engine that Powers CVEF
Detect What Traditional Scanners Miss
Frontier Defense applies Frontier AI reasoning to discover novel vulnerabilities, find and detect multi-vector attack paths, and uncover emerging threat patterns that traditional rule-based scanners cannot find.
By continuously learning from new vulnerability disclosures and threat intelligence, Frontier Defense stays ahead of attackers without requiring manual rule updates.
Frontier Defense Capabilities
AI-discovered vulnerabilities in CVEF
Frontier multi-repo discovery
Continuously improving scan accuracy
Emerging threat detection

SCAN
FIX
VERIFY
ELIMINATE

The Continuous Vulnerability Elimination Lifecycle
SCAN
Continuously discovers vulnerabilities across source code, open source, containers, and AI-generated code
FIX
Automatically generates guardrailed patches and pull requests with full context
VERIFY
Validates remediation with evidence and regression checks before merge
DELIVER
Delivers verified fixes through ongoing automation and SBOM lifecycle management
From Vulnerability Management
to Vulnerability Elimination
Traditional Vulnerability Management
Endless vulnerability backlogs
Manual remediation workflows
Slow verification cycles
Alert fatigue and false positives
All generated code at machine speed
CVEF™
Powered by Frontier Defense
AI-native vulnerability elimination
Verifies remediation with evidence
Continuously improving scan accuracy
Eliminates 'CVEs in code'
Automatically SBOM lifecycle management
Zero Exploitable Vulnerabilities in 90 days
Traditional vulnerability management creates growing vulnerability backlogs. CVEF continuously eliminates exploitable vulnerabilities through AI-native discovery, remediation, verification, and elimination.
Learn the Framework Behind CVEF
Build Secure or Be Forever Insecure
Read the complete whitepaper on Continuous Vulnerability Elimination Powered by Frontier Defense
by Anand Revashetti, Co-founder & CTO

Verified Elimination
CVEF validates remediation effectiveness through testing, verification workflows, and evidence-based confirmation, ensuring vulnerabilities are eliminated rather than simply marked as resolved.
Frontier AI-Generated Exploit Patches
Evidence-based validation
Proof of elimination
Continuous reassessment
Vulnerability-free Gold Open Source upgrades


Built on the Lineaje Product Suite
CVEF is combining AI-native vulnerability elimination, policy governance, trusted open source, and software supply chain intelligence in a unified solution.

GOS

CVEF

UNIFAI

XBOM MANAGER
See how CVEF can deliver measurable risk reduction across your software supply chain.
Learn More
Stay ahead of the latest AI security threats, software supply chain risks, product innovations, and industry insights with expert research, blogs, webinars, and reports.