Data Engineering Resources

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

· 3,514 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

· 3,562 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

· 4,875 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

· 3,478 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

· 11,723 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

· 8,661 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

· 2,595 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

· 5,028 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

· 9,025 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

· 2,605 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

· 2,923 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

· 2,088 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

· 3,205 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

· 3,924 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

· 4,693 Views · 2 Likes

AI-Powered AWS CloudTrail Analysis: Using Strands Agent and Amazon Bedrock for Intelligent AWS Access Pattern Detection

In this post, I came up with a solution that addresses the critical challenge of efficiently analyzing AWS CloudTrail logs to identify security threats.

August 1, 2025

by Anil Malakar

· 3,347 Views · 2 Likes

KV Caching: The Hidden Speed Boost Behind Real-Time LLMs

LLMs slow down as outputs grow due to repeated attention over past tokens. KV caching skips redundant work by reusing keys and values, enabling 3–4× faster inference.

August 1, 2025

by Srinidhi Goud Myadaboyina

· 3,169 Views · 2 Likes

AI-Powered Product Recommendations With Oracle CDC, Flink, and MongoDB

I’ll show you how I used Oracle, Kafka, Flink, OpenAI, and MongoDB to build a real-time personalization engine from scratch.

July 31, 2025

by Sean Falconer

· 1,939 Views

Revolutionizing the Command Line: An Introduction to Gemini CLI

Gemini CLI is an open-source AI-powered tool from Google that runs in the terminal, offering features like code analysis, task automation, and file handling.

July 31, 2025

by Praveen Kumar Myakala

· 6,571 Views · 33 Likes

Choosing Between GCP Workflows, AWS Step Functions, and Temporal for Stateful Workflow Orchestration

GCP Workflows vs AWS Step Functions vs Temporal — a vendor-neutral look at usability, dev experience, pros/cons, and best-fit use cases.

July 31, 2025

by Ravi Teja Thutari

CORE

· 8,004 Views

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