AI/ML Resources

A Pattern for Intelligent Ticket Routing in ITSM

Manual ticket routing is a hidden tax on IT efficiency. Here is an architectural pattern for using Logistic Regression and Skype status APIs to automate this.

February 10, 2026

by Dippu Kumar Singh

· 1,047 Views

Query-Aware Retrieval Routing for Analytics on AWS: When to Use Redshift, OpenSearch, Neptune, or Cache

Use a query router for LLM analytics — Redshift (KPIs), OpenSearch (definition), Neptune (lineage), and Cache (repeats) — to improve accuracy, latency, and costs.

February 10, 2026

by Anusha Kovi

CORE

· 970 Views · 1 Like

Context Engineering Is a Must-Learn Skill: Here's How Everyone Can Master It

Learn context engineering to build better AI apps. This guide covers key techniques, practical examples, and resources to master this essential AI skill.

February 9, 2026

by Rambabu Bandam

· 2,038 Views · 1 Like

An AI-Driven Architecture for Autonomous Network Operations (NetOps)

NetOps teams often face a skills gap when troubleshooting complex infrastructure. This article presents an automation pattern for an AI co-pilot for incident response.

February 9, 2026

by Dippu Kumar Singh

· 1,332 Views

Agile’s AI-Driven Paradigm Shift

Agile’s AI-driven paradigm shift is here. “Good enough Agile” provides an income or perspective. Will you adapt—or fall behind?

February 9, 2026

by Stefan Wolpers

CORE

· 4,864 Views · 3 Likes

Model Context Protocol Vs Agent2Agent: Practical Integration with Enterprise Data

MCP is production-ready for LLM-to-tool integration; A2A enables emerging multi-agent collaboration. They complement, not compete, and neither replaces Spark or Airflow.

February 9, 2026

by Ram Ghadiyaram

CORE

· 1,342 Views · 1 Like

Understanding AI Agent Types:Guide to 8 Modern AI Architectures

A guide to eight AI agent types with implementations, real-world use cases, and selection framework. Learn about LCM, HRM, LAM, SLM, VLM, LRM, MOE, and GPT architectures.

February 6, 2026

by Ram Ghadiyaram

CORE

· 2,858 Views · 1 Like

The Self-Healing Directory: Architecting AI-Driven Security for Active Directory

Active Directory is the heartbeat of the enterprise, and a favorite target of attackers. Here is an architectural pattern for AI-driven anomaly detection and remediation.

February 6, 2026

by Dippu Kumar Singh

· 831 Views

Hybrid Vector Graph with AI Agents for Software Test Case Creation

This article shows how multi-agent, vector-graph systems automate test creation, cutting manual effort while increasing coverage.

February 6, 2026

by Mohanakrishnan Hariharan

· 820 Views

Principles for Operating Large-Scale Global Production Systems with AI Innovation Across the Stack

AI speeds detection and remediation, protects error budgets, and boosts availability, linking reliability to user satisfaction at scale.

February 5, 2026

by Sayantan Ghosh

· 662 Views

Automating Behavioral Evaluations for LLMs: A Practical Guide to Bloom

Automating LLM behavioral testing with Anthropic's open-source tool Bloom: from setup to comparing models across different scenarios in production.

February 5, 2026

by Sushant Mehta

· 675 Views

From PDFs to Embeddings: Rebuilding Enterprise Knowledge for the LLM Era

Enterprise RAG pipelines hallucinate because knowledge is still trapped in PDFs and long pages. This tutorial shows engineers how to chunk, embed, and continuously refresh data so LLMs can reliably reason over it — plus the new observability metrics every 2025 team needs.

February 5, 2026

by AMIT KHAN

· 747 Views

AI RAG Architectures: Comprehensive Definitions and Real-World Examples

Learn the three production-proven Modern RAG architectures Basic, Agentic, and Multi-Agent RAG and how to choose the right one based on cost, complexity, and scale.

February 5, 2026

by Ram Ghadiyaram

CORE

· 1,942 Views · 1 Like

Context Engineering: The Missing Layer for Enterprise-Grade AI

Your RAG PoC shows potential; context engineering unlocks real performance by shaping data, policies, memory, and tone so you can scale your prototype.

February 4, 2026

by Mandar Parab

· 2,032 Views · 3 Likes

UX Research in the Age of AI: From Validation to Anticipation

In the age of AI, UX Research must evolve from validation to proactive problem framing. Researchers who study trust, inclusion, and intent shape AI that works for people.

February 4, 2026

by Priyanka Kuvalekar

· 400 Views

Running Granite 4.0-1B Locally on Android

This guide will walk you through setting up two primary ways to interact with Granite locally, an interactive CLI and a Local Web Interface.

February 4, 2026

by Matthias Blomme

· 347 Views

Semantic Contracts: The Missing Layer Between Good Data and Reliable AI

Semantic contracts prevent silent data and AI failures by enforcing shared data meaning and assumptions across pipelines in CI and at runtime.

February 4, 2026

by Vivek Venkatesan

· 2,540 Views · 1 Like

AI Governance for AI Agents: Ship Fast, Stay Safe

Learn how to deploy AI agents safely with governance-first practices, balancing speed, compliance, and innovation in production systems.

February 4, 2026

by Rakshith Vijayakumar Aralimatti

· 851 Views

I Built AIBrowser With Claude Code: A Desktop Version of Manus

AI Browser (Altas) is an open-source Electron app that lets you control a browser with natural language to automate tasks, scrape data, and monitor sites.

February 4, 2026

by Liu Shuai

· 1,076 Views

Building a 300 Channel Video Encoding Server

NETINT VPU Technology with Ampere® Altra® Processors set new operational cost and efficiency standards

February 3, 2026

by John Oneill

· 2,382 Views · 1 Like

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