Coding Resources

SPACE Framework in the AI Era: Why Developer Productivity Metrics Need a Rethink Right Now

AI coding tools boost commit metrics, but hide deeper issues. Learn how the SPACE framework reveals real developer productivity beyond traditional DevOps metrics.

April 21, 2026

by Sreejith Velappan

· 2,889 Views

Solving the AI Accountability Gap: The Fact-Based Labeling (FBL) Framework

The Fact-Based Labeling framework replaces ‘black-box’ flags with machine-extracted facts that trigger structured human questionnaires for consistent content governance.

April 21, 2026

by Prachi Priyam

· 1,864 Views

Automating Threat Detection Using Python, Kafka, and Real-Time Log Processing

Durable stream, stable schema, entity-keyed partitions, DLQ for failures normalized field detections stay portable as sources evolve.

April 21, 2026

by Krishnaveni Musku

· 1,996 Views

From APIs to Event-Driven Systems: Modern Java Backend Design

Modern Java backend design is evolving from traditional APIs to event-driven architectures, enabling more scalable, resilient, and real-time distributed systems.

April 20, 2026

by Ramya vani Rayala

· 4,244 Views · 8 Likes

Jakarta EE Glossary: The Terms Every Java Engineer Should Actually Understand

Jakarta EE is an open standard for enterprise Java: specs define behavior, APIs expose it, TCK enforces it, and multiple implementations ensure portability.

April 20, 2026

by Otavio Santana

CORE

· 3,235 Views · 3 Likes

Swift: The Complete Guide to Error Handling in the Network Layer

This is a tutorial on how to develop an Error Handle Service for a network layout, handle errors from the server, and output a readable error message.

April 20, 2026

by Pavel Andreev

· 2,305 Views

Why Angular Performance Problems Are Often Backend Problems

Your Angular app isn’t slow your API is. Fix backend bottlenecks like request waterfalls, overfetching, and slow queries before touching a single Angular component.

April 17, 2026

by Bhanu Sekhar Guttikonda

CORE

· 2,825 Views · 2 Likes

Training a Neural Network Model With Java and TensorFlow

Learn how to train a neural network model using the TensorFlow platform with Java and using a pre-trained model in a proper Spring Boot application.

April 17, 2026

by George Pod

· 3,067 Views · 1 Like

Multithreading in Modern Java: Advanced Benefits and Best Practices

Multithreading remains one of Java’s most powerful capabilities, but modern Java versions have made it significantly easier to build scalable concurrent applications.

April 17, 2026

by Muhammed Harris Kodavath

· 3,206 Views · 3 Likes

Advanced Auto Loader Patterns for Large-Scale JSON and Semi-Structured Data

Databricks Auto Loader efficiently ingests JSON and semi-structured files into Delta Lake, handling schema evolution and large-scale streaming.

April 16, 2026

by Seshendranath Balla Venkata

· 2,546 Views · 1 Like

Optimizing Java Back-End Performance Profiling and Best Practices

Java performance profiling helps identify bottlenecks and apply best practices to improve backend speed, efficiency, and scalability.

April 16, 2026

by Ramya vani Rayala

· 3,046 Views · 1 Like

When Kubernetes Breaks Session Consistency: Using Cosmos DB and Redis Together

Cosmos DB stores durable state; Redis acts as a coordination layer, enabling predictable, stateless scaling without sticky sessions, strong consistency, or high costs.

April 15, 2026

by Vikas Mittal

· 2,542 Views

How to Reliably Implement Post-Commit Actions in Spring

In this article, you will learn how to reliably implement post-commit actions in Spring Boot using a dedicated annotation, ensuring consistent behavior.

April 15, 2026

by Mario Casari

· 2,637 Views

Runtime FinOps: Making Cloud Cost Observable

Treat cloud cost as a real-time system metric tied to deployments. With tagging, CI/CD estimates, and alerts to service owners, teams can catch spend spikes early.

April 15, 2026

by David Iyanu Jonathan

· 2,771 Views

NeMo Agent Toolkit With Docker Model Runner

Agent observability is often missing in the rush to build AI agents. NeMo adds observability to AI agents, helping trace, evaluate, and debug multi-agent workflows.

April 15, 2026

by Siri Varma Vegiraju

CORE

· 2,630 Views

C/C++ Is Where Vulnerability Programs Go to Guess

Most security tools skip C and C++ entirely, or pretend they don't. Read on to learn what it actually takes to see what's there.

April 15, 2026

by Lexi Selldorff

· 2,930 Views · 1 Like

The Hidden Engineering Cost of XML in Enterprise Development Workflows

XML is still common in enterprise systems, but manual creation and schema changes create avoidable errors and debugging overhead.

April 14, 2026

by Moeez Ayub

· 2,355 Views

Building an AI-Powered SRE Incident Response Workflow With AWS Strands Agents

Learn how to automate CloudWatch alerts, Kubernetes remediation, and incident reporting using multi-agent AI workflows with the AWS Strands Agents SDK.

April 14, 2026

by Ayush Raj Jha

· 2,704 Views · 1 Like