AI-powered decision support systems, data analytics & process automation
Automation
AI Security & Red Teaming — Prompt Injection and Jailbreak Defense Strategies
Security testing for AI systems: prompt injection attacks, jailbreak techniques, data poisoning, model evasion, and defense strategies against these attacks.
Vektör Veritabanları ve Embedding Modelleri ile Anlamsal Arama
Yüksek boyutlu verilerin anlamsal temsilleri: Embedding modelleri, vektör veritabanları (Pinecone, pgvector, Chroma, Weaviate) ve cosine similarity ile anlamsal arama motorları.
AI Model Fine-tuning ve LoRA ile Verimli Model Eğitimi
Büyük dil modellerinin özel veri setleriyle ince ayarı: LoRA, QLoRA, PEFT teknikleri ile GPU maliyetini %90 azaltarak domain-specific model eğitimi.
Multi-Agent Patterns & LangGraph for Complex Task Resolution
Advanced patterns for multiple AI agents working together: LangGraph node-based state machines, CrewAI team coordination, AutoGen conversational agents, and AutoGPT chain-of-thought execution.
RAG Pipeline Architectures — Retrieval Augmented Generation
Retrieval Augmented Generation (RAG) pipeline design: vector databases, embedding models, chunking strategies, and context management to augment LLMs with enterprise data.
Agent Orchestration — Multi-Agent AI Workflow Management
Orchestration architectures for coordinating multiple AI agents: CrewAI, LangGraph, AutoGen, and custom workflow engines for automated task distribution and result aggregation.
Hermes Agent Multi-AI Workflow Management
Step-by-step guide to installing, configuring, and automating multi-AI workflows with Hermes Agent
OpenClaw AI Agent Setup and Integration
Step-by-step guide to installing, configuring, and integrating the OpenClaw AI Agent platform