Data Engineering Resources

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

· 2,345 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

· 2,693 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

· 1,669 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

· 2,947 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

· 3,639 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

· 4,037 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

· 2,975 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

· 2,709 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

· 1,802 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

· 6,283 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

· 6,363 Views

Building a VS Code-Like Online IDE With Next.js 15, TypeScript, Tailwind CSS, and Goose AI

Build an online IDE with Monaco Editor, Next.js 15, TypeScript, Tailwind CSS, and Goose AI, offering AI-powered code suggestions triggered by comments.

July 31, 2025

by Guhaprasaanth Nandagopal

· 2,993 Views · 2 Likes

What Developers Need to Know About IP API Privacy in Mobile Apps (2025 Update)

Use IP APIs in mobile geolocation apps safely in 2025. Learn key risks, privacy law tips, and best practices for developers.

July 31, 2025

by Ramesh Chauhan

· 2,717 Views

Amazon Q Developer: The Future of AI-Enhanced Coding Productivity

In this article, learn how Amazon Q Developer, an AI-powered coding assistant, boosts productivity with smart code suggestions, tests, docs, and refactoring tools.

July 31, 2025

by Dinesh B

· 2,025 Views · 2 Likes

From Raw Data to Model Serving: A Blueprint for the AI/ML Lifecycle With Kubeflow

Learn the entire ML lifecycle—from data preparation to live inference—leveraging the Kubeflow platform to create a cohesive, production-grade MLOps workflow.

July 31, 2025

by Helber Belmiro

CORE

· 2,422 Views · 1 Like

Vibe Coding: Conversational Software Development — Part 3: Prompt Discipline

In part 3 of this series, learn how prompts shape AI-driven development in vibe coding, and how to craft effective system prompts for better coding outcomes.

July 31, 2025

by Gaurav Gaur

CORE

· 2,032 Views · 7 Likes

Immutable Objects Using Record in Java

Java 16 records simplify immutable class creation by automatically generating constructors, getters, and methods, reducing boilerplate code significantly.

July 30, 2025

by Davide Lorenzo Marino

· 6,583 Views · 2 Likes

Domain-Driven-Design With JPA: A Practical Guide

A practical guide to DDD with JPA in a modular monolithic architecture by leveraging ORM annotations and addressing some pitfalls.

July 30, 2025

by Guillaume Mary

· 3,344 Views · 1 Like

Disaster Recovery Risks and Solutions

For data analysts, downtime is a direct threat to decision-making. When access to data is disrupted, insights stall, bad decisions multiply, and businesses pay the price.

July 30, 2025

by Olivia Cox

· 1,608 Views · 2 Likes

Bring Your Own Feed (BYOF): An Engineer's Guide to Effective Threat Intelligence

Let’s look at threat intelligence, what it is, why it’s important, and how to “BYOF” — bring your own custom threat intelligence feeds.

July 30, 2025

by John Vester

CORE

· 2,269 Views · 2 Likes

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