Latest Articles

Kubernetes Autoscaling: What Breaks Under Real Traffic

Under real production traffic, Kubernetes autoscaling can struggle with delayed metrics, startup latency, and downstream pressure.

March 31, 2026

by Ankush Madaan

· 2,561 Views · 2 Likes

Designing Production-Grade AI Tools: Why Architecture Matters More Than Models

Many AI tools fail in production not because of model quality, but due to architectural decisions around retries, cost control, observability, and multi-tenant safety.

March 31, 2026

by Aditya Gupta

· 1,576 Views · 1 Like

When AI Crashes: Classifying Failure Modes in Safety-Critical Software

AI fails silently in safety-critical systems — classify failures and enforce safety with voting, OOD detection, and a Simplex-style deterministic override.

March 31, 2026

by Rahul Karne

· 10,261 Views · 1 Like

Memory Optimization and Utilization in Java 25 LTS: Practical Best Practices

Memory optimization in the latest Java is more about controlling allocation, choosing the right GC, and measuring real behavior under load.

March 31, 2026

by Muhammed Harris Kodavath

· 2,854 Views · 5 Likes

Edge + GenAI: The Architecture Behind Instant Digital Experiences

Discover how GenAI at the edge unlocks real time digital experiences with low latency intelligence, responsive architecture, and next level customer engagement.

March 31, 2026

by Jyothsna devi

· 1,183 Views · 1 Like

Shipping GenAI Into an Existing App: How to Integrate AI Features Without Rewriting Your Stack

Learn a repeatable pattern for safely adding GenAI to existing apps. Choose workflows, define contracts, handle latency, build fallbacks, and roll out with telemetry.

March 31, 2026

by Naga Santhosh Reddy Vootukuri

CORE

· 1,766 Views · 2 Likes

Building a Deterministic Event Correlation Engine in Go for High-Volume Alert Systems

Design a deterministic event correlation engine so the same alerts always produce the same incidents, no matter arrival order or runtime.

March 31, 2026

by Akshay Pratinav

· 1,185 Views · 1 Like

Getting Started with Gemini Agents: Build a Data-Connected RAG Agent using Vertex AI Agent Builder

Build a production-ready RAG agent using Gemini and Vertex AI Agent Builder to query your private data with high accuracy and speed.

March 31, 2026

by Jubin Abhishek Soni

CORE

· 1,273 Views

Queues Don't Absorb Load — They Delay Bankruptcy

Queues hide overload. Without back-pressure, limits, and scaling, lag just grows until failure. Bound queues, alert on lag, fail fast, and plan capacity.

March 30, 2026

by David Iyanu Jonathan

· 1,677 Views · 2 Likes

Scaling Kafka Consumers: Proxy vs. Client Library for High-Throughput Architectures

Scaling Apache Kafka consumption requires new patterns; proxy layers and client libraries offer practical solutions for high-throughput.

March 30, 2026

by Kai Wähner

CORE

· 1,409 Views · 3 Likes

A Practical Guide to Multi-Agent Swarms and Automated Evaluation for Content Analysis

This guide builds a Strands multi-agent content analysis system — powered by Ollama Llama 3.1 — with LLM-as-judge scoring for correctness and relevance.

March 30, 2026

by Anil Malakar

· 1,614 Views · 1 Like

The "Bus Factor" Risk in MongoDB, MariaDB, Redis, MySQL, PostgreSQL, and SQLite

Ever wonder what would happen to an open source database project in case its main developers “get hit by a bus?" That’s what the “bus factor” measures.

March 30, 2026

by Alejandro Duarte

CORE

· 3,214 Views · 2 Likes

Data-Driven API Testing in Java With REST Assured and TestNG: Part 5

Learn how to perform data-driven API automation testing with REST Assured using Excel Files and TestNG's @DataProvider annotation.

March 30, 2026

by Faisal Khatri

CORE

· 1,301 Views · 2 Likes

A Developer’s Guide to Integrating Embedded Analytics

Embedded analytics implementations deliver in-context insights within everyday tools—while introducing integration, governance, and performance challenges for developers.

March 30, 2026

by Philip Piletic

CORE

· 1,777 Views

Beyond Static Checks: Designing CI/CD Pipelines That Respond to Live Security Signals

CI/CD pipelines miss runtime risk. Learn how to integrate real-time security signals into deployment decisions for safer, context-aware releases.

March 30, 2026

by Raghava Dittakavi

CORE

· 1,378 Views

Migrating Legacy Microservices to Modern Java and TypeScript

Incremental strangler fig migration — containerize first, route traffic gradually, and validate with shadow mode testing.

March 30, 2026

by Venkata Sandeep Dhullipalla

· 2,558 Views

Feature Flag-Based Rollout: A Safer Way to Ship Software

Feature flags let teams release code without exposing it to everyone at once. They make rollouts safer, faster, and easier to control, especially in production.

March 30, 2026

by Mohit Menghnani

CORE

· 2,209 Views · 1 Like

Removing the Experimental Bottleneck: Fast Parallel Data Loading for ML Research

Transformed 5-hour data loads into 1-2 minutes using Oracle's APPEND+PARALLEL+NOLOGGING, enabling researchers to go from 1-2 experiments/day to 2-3/hour.

March 30, 2026

by Sanjay Mishra

· 1,795 Views

Deploying Java applications on Arm64 with Kubernetes

Tuning Java on Kubernetes (Arm64): align CPU/memory limits with JVM, use container-aware settings, optimize placement, and leverage OS tuning for better performance.

March 30, 2026

by Dave Neary

· 1,958 Views · 1 Like

AI Maturity Is the New Differentiator: Why Operationalization Matters More Than Model Capability

LLM advantage is fading. Enterprises must shift to operational maturity with governance, reliability, measurement, and modular architecture to scale AI in production.

March 30, 2026

by Frederic Jacquet

CORE

· 2,045 Views

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