Data Engineering Resources

Enriching AI With Real-Time Insights via MCP

Introductory article about MCP, a universal adapter that allows AI assistants to access and interact with external systems while maintaining a consistent interface.

August 6, 2025

by Horatiu Dan

CORE

· 1,459 Views · 6 Likes

AI/ML for Engineering Managers: Enhancing Productivity and Quality in Fintech

Learn practical strategies, real-world results, and key considerations for successful AI integration and improve on boosting your engineering metrics.

August 5, 2025

by Purushottam Raj

· 1,704 Views · 3 Likes

Why I Abandoned My 30-Year Open-Source Project

In this article, I share how to use Program Enhanced Text (PET), and why I abandoned Jamal, which is an enterprise-grade open-source PET tool.

August 5, 2025

by Peter Verhas

CORE

· 2,222 Views · 3 Likes

Learn to use AWS SNS (Amazon Simple Notification Service) messaging service to publish a message to an email address as a subscriber using Spring Boot.

August 5, 2025

by Milan Karajovic

· 3,092 Views · 4 Likes

Scalable Distributed Architectures in E-Commerce: Proven Case Studies

Learn how AWS, GCP, and Kubernetes designs achieve resilience, low latency, and massive scalability with real-world blueprints.

August 5, 2025

by Ravi Teja Thutari

CORE

· 3,872 Views · 3 Likes

Create Your Own Custom LLM: Essential Steps and Techniques

A step-by-step journey to create your custom LLM. Learn the science behind AI/ML language models — learning, refining, and alignment.

August 5, 2025

by Lavanya Gupta

· 3,249 Views · 4 Likes

LangGraph Orchestrator Agents: Streamlining AI Workflow Automation

Learn in this article how LangGraph’s Orchestrator-Worker agents enable dynamic task delegation using LLMs for smarter, scalable, and adaptive AI workflows.

August 5, 2025

by Himanshu P

· 3,190 Views · 3 Likes

Building a Simple AIOps Monitoring Dashboard With Prometheus and Grafana

Learn to build a simple AIOps dashboard using Prometheus, Grafana, and ML-based anomaly detection to monitor metrics, set alerts, and prevent failures.

August 5, 2025

by Balajee Asish Brahmandam

· 4,349 Views · 1 Like

Is Your Team AI-Ready? 5 Strategies to Upskill Your Engineers

To get your team AI-ready, focus on culture: solve real problems, share knowledge, experiment safely, mentor peers, and measure outcomes.

August 4, 2025

by Rupesh Dabbir

· 3,289 Views · 5 Likes

Fine-Tuning LLMs Locally Using MLX LM: A Comprehensive Guide

MLX enables local LLM fine-tuning on Mac with LoRA. Train 7B models using 16GB RAM, eliminating cloud costs while maintaining quality.

August 4, 2025

by Aditya Karnam Gururaj Rao

· 10,333 Views

AI for AI: How Intelligent Systems Are Shaping Their Own Evolution

AI for AI uses artificial intelligence to build and optimize other AI systems, boosting efficiency while raising ethical and data-related concerns.

August 4, 2025

by Praveen Kumar Myakala

· 8,258 Views · 61 Likes

Beyond 200 OK: Full-Stack Observability for Developers

200 OK isn’t success; we should own the complete user journey from click to memory with traceable, observable, full-stack systems.

August 4, 2025

by Mohit Menghnani

CORE

· 2,368 Views · 3 Likes

How to Build an MCP Server With Java SDK

Develop an MCP Server from scratch using only the Java SDK, test it with the MCP Inspector and use it in conjunction with Claude Desktop.

August 4, 2025

by Horatiu Dan

CORE

· 4,698 Views · 12 Likes

A Complete Guide to Creating Vector Embeddings for Your Entire Codebase

Learn how to transform your codebase into semantic vector embeddings for better code search, AI integration, and enhanced developer productivity.

August 1, 2025

by Chetan Yeddula

· 8,038 Views · 1 Like

Meta-Learning: The Key to Models That Can "Learn to Learn"

Learn how meta-learning helps AI adapt fast with little data—plus key methods, challenges, and use cases powering next-gen intelligent systems.

August 1, 2025

by harshraj bhoite

· 2,423 Views · 2 Likes

WAN Is the New LAN!?!?

Enterprises are replacing legacy LAN and MPLS with agile, cloud-optimized WANs powered by SD-WAN and Cloud WAN to meet global, digital demands.

August 1, 2025

by Harika Rama Tulasi Karatapu

· 2,725 Views · 5 Likes

ITBench, Part 2: ITBench User Experience – Democratizing AI Agent Evaluation

This post dives into how ITBench enables realistic AI agent evaluation through streamlined onboarding, automated benchmarking, and operationally relevant metrics.

August 1, 2025

by Anca Sailer

· 1,833 Views

MCP Logic: How to Make It 40x Simpler

MCP requires logic. A declarative approach reduces code 40x using spreadsheet-like business rules. Here's a project comparing procedural and declarative.

August 1, 2025

by Val Huber

CORE

· 2,999 Views · 5 Likes

Docker Offload: One of the Best Features for AI Workloads

Docker Offload enables running container builds and workloads in the cloud while maintaining a local development experience using Docker Desktop.

August 1, 2025

by Naga Santhosh Reddy Vootukuri

CORE

· 3,694 Views · 2 Likes

How GitHub Copilot Handles Multi-File Context Internally: A Deep Dive for Developers, Researchers, and Tech Leaders

A deep dive into how GitHub Copilot handles multi-file context in real time using embeddings, symbols, and prompt queues to deliver smarter, context-aware suggestions.

August 1, 2025

by SHALLABH DIXITT

· 4,152 Views · 2 Likes

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