Writing

Technical Articles

Practical GenAI engineering — RAG architecture, agentic systems, Model Context Protocol, local LLM deployment, and the enterprise patterns behind them. Working implementations, not theoretical experiments.

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SentinelCrew: an autonomous multi-agent SOC team

SentinelCrew is a team of AI agents that works a security alert the way a good SOC shift does. It triages the alert, investigates, enriches it with threat intel, checks how similar cases ended in the past, argues about the verdict, contains the threat, and writes the report. A...

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LLMOps - Multiagent Bank - An End-to-End Agentic AI Example

This project is a small banking chatbot. That is not really the point — the banking part is deliberately simple (5 tools over a SQLite database) so it does not distract from the actual subject: what it takes to run an LLM application in production, not just demo it. Read this...

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Knowledge Intelligence (RAG) Platform (FastAPI + ChromaDB + Claude)

Transform Enterprise Documents into an AI-Powered Knowledge Intelligence Platform with ingestion, hybrid search, and LLM response generation.Convert thousands of unstructured documents into a searchable, intelligent, and trustworthy knowledge repository. The architecture goes ...

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AI-Powered Enterprise Root Cause Analysis & Azure DevOps Bug Automation Platform

An enterprise-grade AI-powered Exception Analysis and Intelligent Bug Automation Platform built using Python, Google Gemini AI, Azure DevOps REST APIs, and MySQL. The platform automatically analyzes production exceptions from Java/Spring Boot/Kafka/SAP/Oracle integration syst...

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HR LLM Wiki - Your Second Brain

HR LLM Wiki - Your Second Brain A personal knowledge base powered by a local LLM (Ollama). Inspired by Andrej Karpathy's philosophy: simple systems, raw text, let the LLM do the work. No vector databases. No embeddings. No cloud. No numpy. 📁 Folder Structure hr-llm-wiki-...

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Showing 1–5 of 10 articles