Tag: gen-ai
All the articles with the tag "gen-ai".
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Building RedTeam MCP: An AI-Powered Penetration Testing Assistant
A practical guide to building an MCP server that enables AI assistants to orchestrate offensive security tools for penetration testing, with proper safety guardrails
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Building LangChain Tools and Agents: From Zero to SOAR Assistant
Learn how to create LangChain tools from scratch and build a simple SOAR (Security Orchestration, Automation and Response) agent. This hands-on tutorial covers the fundamentals of tool development and agent creation for security automation.
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Building a RAG System for Cybersecurity Compliance: A Simple POC with LangChain v1+
A step-by-step walkthrough of building a basic RAG system with LangChain v1+ to query compliance regulations. This is an unoptimized POC for learning purposes, not production-ready.
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LangGraph Agent Architectures and Patterns: A Professional Guide
A comprehensive theoretical guide on agent architectures and patterns used professionally in AI projects. From simple workflows to hierarchical multi-agent systems, with real-world use cases for each pattern.
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Model Context Protocol (MCP): Bridging the Gap Between AI and External Systems
An in-depth exploration of Model Context Protocol (MCP), the open standard revolutionizing how AI systems interact with external data sources and tools
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Adversarial Machine Learning: Attacks and Defenses
Deep dive into adversarial attacks against ML models: evasion, poisoning, and extraction. Exploring defenses, red teaming strategies, and the MITRE ATLAS framework for securing AI systems.
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Vector Embeddings and Semantic Search: The Foundation of Modern AI
A comprehensive exploration of vector embeddings, from word2vec to modern transformers, and how they enable semantic search in production systems
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Understanding LLM (Large Language Models): From Transformers to GPT
A deep dive into the architecture, mechanisms, and evolution of Large Language Models, from the Transformer breakthrough to modern GPT systems