Latest Articles

Microsoft Responsible AI Principles Explained for Engineers

This is for engineers, architects, and ML practitioners who want to move beyond theory. It reframes Microsoft’s responsible AI principles as engineering responsibilities

March 26, 2026

by Indirakumar Rajendiran

· 2,558 Views · 1 Like

Isolation Boundaries in Multi-Tenant AI Systems: Architecture Is the Only Real Guardrail

In multi-tenant AI systems, true isolation needs structural boundaries across storage, vector namespaces, execution, and queue layers to survive retries and concurrency.

March 26, 2026

by Aditya Gupta

· 2,233 Views

Stateful AI: Streaming Long-Term Agent Memory With Amazon Kinesis

Stream every agent interaction into vector memory for real-time, scalable, persistent, fully queryable, and context-rich AI memory.

March 26, 2026

by Jubin Abhishek Soni

CORE

· 2,400 Views

When Kubernetes Says "All Green" But Your System Is Already Failing

Learn about how standard cluster observability misses the failure signals that matter most during real incidents, outages, and postmortems.

March 26, 2026

by Shamsher Khan

CORE

· 3,280 Views

Building Centralized Master Data Hub: Architecture, APIs, and Governance

This article provides an overview of centralized master data hub for enterprises applications from fragmented master data managing in different systems.

March 26, 2026

by Ravi Kiran Mallidi

CORE

· 2,565 Views

From 30s to 200ms: Optimizing Multidimensional Time Series Analysis at Scale

Do multidimensional anomaly detection at scale, sharing strategies to speed up time series queries, achieving consistent sub-second performance.

March 26, 2026

by Suvodeep Pyne

· 2,457 Views

Document Generation API: How to Automate Personalized Document Creation at Scale

Learn how document generation APIs automate PDF and DOCX creation using templates and JSON data, with real-world use cases and a step-by-step Foxit DocGen implementation.

March 26, 2026

by Jakkie Koekemoer

· 3,220 Views · 3 Likes

MCP vs Skills vs Agents With Scripts: Which One Should You Pick?

Learn about when to use MCP, skills, and agents with scripts. How are they different from each other and what are they actually meant to be used for.

March 26, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 4,061 Views · 2 Likes

Why RAG Alone Isn’t Enough: How MCP Completes the Agentforce Intelligence Stack?

RAG fetches context, but MCP adds reasoning, tool orchestration, and observability, making AI agents reliable and operational at enterprise scale.

March 26, 2026

by Deepak Bahuleyan

· 3,816 Views

Bringing AI Agents to Cloud Engineering: How Autonomous Operations Are Changing Reliability at Scale

AI agents turn cloud operations from reactive automation into adaptive systems by combining observability, autonomy, and engineering judgment.

March 26, 2026

by Arvind Gautam

· 102,632 Views

Data-Driven API Testing in Java With REST Assured and TestNG: Part 4

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

March 26, 2026

by Faisal Khatri

CORE

· 3,484 Views

Stop Writing Slow Pandas Code: Vectorization and Modern Alternatives Explained

Fix slow Pandas code with vectorized operations, proper indexing, and modern tools like Polars or DuckDB for faster, scalable data pipelines.

March 25, 2026

by Ankush Rastogi

· 4,220 Views · 2 Likes

Production Database Migration or Modernization: A Comprehensive Planning Guide [Part 1]

A multi-part walkthrough of the essential components of planning and executing a successful production database migration for large-scale backend services.

March 25, 2026

by Alexander Komyagin

· 1,914 Views

Beyond “Lift-and-Shift”: How AI and GenAI Are Automating Complex Logic Conversion

Overcome the manual migration wall by using an AI-native stack that combines deterministic parsing and GenAI to automate complex logic conversion.

March 25, 2026

by Rudrendu Paul

· 1,486 Views · 1 Like

AI Agents vs LLMs: Choosing the Right Tool for AI Tasks

Use an LLM for single-step tasks; use an AI agent when the job needs planning + tool/API orchestration across multiple steps.

March 25, 2026

by Faisal Feroz

· 2,666 Views · 2 Likes

Tokens and Transactions With AI

Jensen Huang’s GTC 2026 keynote shows how databases evolve from transaction systems to AI-driven platforms supporting tokens, reasoning, and agentic workflows.

March 25, 2026

by Keshav Murthy

CORE

· 2,097 Views · 1 Like

Privacy-Conscious AI Development: How to Ship Faster Without Leaking Your Crown Jewels

AI speeds up development can leak secrets when use third-party tools. Layer GHAS with Grype for local/offline vulnerability scanning.

March 25, 2026

by Hanna Labushkina

· 1,127 Views

Data-Driven API Testing in Java With REST Assured and TestNG: Part 3

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

March 25, 2026

by Faisal Khatri

CORE

· 3,309 Views · 1 Like

Retries Will Bankrupt You Before Any Attacker Gets the Chance

Bad retries turn minor failures into major outages and bigger bills. Resilience without limits, jitter, and idempotency is just expensive failure.

March 25, 2026

by David Iyanu Jonathan

· 1,223 Views

Operationalizing Agentic AI in Enterprises: A Problem-Constraints-Tradeoffs Case

Enterprise agentic AI needs bounded autonomy, system-level oversight, human checkpoints, and reversible rollouts to ensure stability, trust, and accountability.

March 25, 2026

by Tuhin Chattopadhyay

CORE

· 760 Views

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