mlsecops

An interactive CLI application for interacting with authenticated Jupyter instances.

MLSecOps Practical Reference Guide, open-source AI and ML security handbook.

Minimal reproducible PoC of 3 ML attacks (adversarial, extraction, membership inference) on a credit scoring model. Includes pipeline, visualizations, and defenses

🧪 Evaluate uncensored LLMs for offensive security with targeted questions and clear criteria to ensure effectiveness in real-world penetration testing.

A runnable evaluation harness + procurement standard for AI system assurance: probes an LLM/agent for prompt-injection, jailbreak, data-leakage, refusal reliability, and auditability, and emits a machine-readable assurance report with a gated authorization decision mapped to NIST AI RMF, SP 800-53, FedRAMP, OWASP LLM Top 10, and MITRE ATLAS.

Prisma AIRS AI Model Security scanning for Azure DevOps pipelines - gate builds on malicious or unsafe AI/ML models. Azure DevOps companion to model-security-pipeline-integration.

5th year workshop about DevSecMLOps

AEGIS : Authenticated Execution Gateway for Injection Security. Open-source, model agnostic prompt injection defense gateway for LLM apps. Five composed layers: CCPT, Trust Lattice, Intent Anchor, Canary Tripwires, Capability Tokens.

GitHub Actions CI/CD pipeline for automated AI model security scanning with Palo Alto Networks Prisma AIRS

MLSecOps in Action; From Foundations to Applied Security

Severity-weighted LLM safety evaluation suite. Measures absolute refusal robustness across prompt injection, jailbreaking, data exfiltration, toxicity, and malware generation — with risk-adjusted category weights and a custom model-graded scorer.

ML-driven CVE risk prioritization with end-to-end MLSecOps pipeline

Secured AI API on AWS — Go Proxy + FastAPI with WAF, prompt injection detection, PII masking, DynamoDB audit store & CI/CD via Terraform

Safire - Safe Artificial Intelligence for Reliable Environments: open-source medical AI hardening toolkit (formerly praeses-med)

AI-powered code review agent — scans PRs for security vulnerabilities using LLM, posts automated comments & blocks unsafe merges via GitHub Actions

BİTİRME PROJESİ (TR) CNN Tabanlı Yapay Zekâ Sistemlerinde Robustness Spektrumunun Haritalandırılması: FGSM ve PGD Karşılaştırmalı Çalışması ile Nicel Güvenilirlik Analiz Platformu Geliştirilmesi

Attacking and defending an intrusion detection model with adversarial machine learning

Orion Innovation - 12 weeks DevOps, MLOps KT

🔒 Real-time security monitoring across 50+ AI/ML repositories. Track vulnerabilities, CVEs, and security initiatives using TinyLlama AI classification. Big Model Radar format reports.