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Welcome to my blog!

I'm writing about AI - Agents, Deployment, Serving and Model Fine-tuning. Exploring current and next generation AI applications.

Building MCP Agents

Building MCP Agents

In this article, we'll explore how to implement MCP Agents from scratch, showing how easy and powerful developing custom Agents is and extending their capability to many already available tools.

Anthill the Multi-Agent Framework

Anthill the Multi-Agent Framework

Presenting Anthill 🐜 a multi-agent framework which implement OpenAI Routines and Handoffs design patterns. Additionally support many LLMs, have a build-in multi-step reasoning system, and allow developers guide and validate agent steps..

Legal Document Analysis RAG with PostgreSQL

Legal Document Analysis RAG with PostgreSQL

In this article, we will explore how to build a advanced Retrieval-Augmented Generation (RAG) application using PostgreSQL to store and query legal case documents using hybrid search.

AI-Powered Cold Mail Generator

AI-Powered Cold Mail Generator

This article provides a step-by-step guide to build a cold mail generator powered by LLM's (LLama 3.1) and learn the recipes for creating production-friendly AI projects.

LLM Prompter: Advanced

LLM Prompter: Advanced

Last post of “LLM Prompter” series which teach howto use the power of the modern dragons (LLMs/Generative AI).

LLM Prompter: RAG

LLM Prompter: RAG

Third post “LLM Prompter” series which teach howto use the power of the modern dragons (LLMs/Generative AI).

LLM Prompter: ReAct

LLM Prompter: ReAct

Second post “LLM Prompter” series which teach howto use the power of the modern dragons (LLMs/Generative AI).

LLM Prompter: Basics

LLM Prompter: Basics

First post “LLM Prompter” series which teach howto use the power of the modern dragons (LLMs/Generative AI).

Machine Learning Project in 2020s

Machine Learning Project in 2020s

The first non-technical post where I point out some issues when trying to implement a machine learning project.

QAFS - Quality Aware Feature Store

QAFS - Quality Aware Feature Store

Just released QAFS another machine learning engineering tool to help build and maintain ML products.

Quick-Deploy

Quick-Deploy

Announcing the first release of Quick-Deploy a tools to optimize, convert and deploy machine learning models as fast inference API.

Hello K8s: Observability

Hello K8s: Observability

The last post of K8s dev/lab tutorial series which we'll setup Metrics Server, Kube State Metrics, Prometheus and Grafana.

Hello K8s: Resource Management

Hello K8s: Resource Management

The second post of K8s lab/dev setup covering ingress, storage and Kubernetes Dashboard for resource management.

Hello K8s: Installation

Hello K8s: Installation

The first post of a series of three to setup kubernetes local lab/dev using Ubuntu Server 20.04 as master and node.