AI/ML Resources

Building Your Tech Career Like Code: A Systematic AI Approach

Instead of chasing job postings, treat your career like engineering a system: analyze data, define requirements, build a roadmap, validate, and measure progress.

December 16, 2025

by Kevin Jeter

· 1,846 Views · 1 Like

Parallel Paths and Possibilities to Gen AI for Developers: The Saga of Two Stacks Unfolded via Building a RAG Application in Tandem

GenAI is reshaping apps, with Python leading in ML, and Java catching up via Spring AI. RAG demos bridge the AI gap with hybrid, scalable, and intelligent solutions.

December 16, 2025

by Soham Sengupta

· 1,418 Views · 1 Like

AI Data Storage: Challenges, Capabilities, and Comparative Analysis

Deep dive into the storage challenges in AI scenarios, critical storage capabilities, and comparative analysis of storage products.

December 15, 2025

by Rui Su

· 1,904 Views

Escaping the "Excel Trap": Building an AI-Assisted ETL Pipeline Without a Data Team

Escape Excel silos. Use GitHub Copilot to generate Python pipelines that transform static spreadsheets into dynamic dashboards without manual coding.

December 15, 2025

by Dippu Kumar Singh

· 2,004 Views

From Metrics to Action: Adding AI Recommendations to Your SaaS App

Learn how to add AI recommendations to your SaaS app, turning telemetry data into actionable insights for smarter DevOps decisions.

December 15, 2025

by Vasanthi Jangala Naga

· 1,236 Views

The Agent Trap: Why AI's Autonomous Future Might Be Its Biggest Liability

Amid the hype surrounding agentic AI, smart teams must ask if their current systems are deploying flawlessly and consider incremental autonomy.

December 15, 2025

by Igboanugo David Ugochukwu

CORE

· 1,115 Views

Ambient Agentic Systems – A New Era Begins

Real-time context awareness, intuitive interaction, and seamless IoT integration let ambient agentic systems overcome AI's limitations in scalability and UX.

December 15, 2025

by Manish Mishra

· 891 Views

ITBench, Part 3: IT Compliance Automation with GenAI CISO Assessment Agent

The CISO Assessment Agent converts natural language compliance requirements into executable policies, enabling organizations to scale security operations.

December 12, 2025

by Yuji Watanabe

· 956 Views · 1 Like

Synergizing Intelligence and Orchestration: Transforming Cloud Deployments with AI and Kubernetes

Leverage AI’s predictive analytics and automation with Kubernetes autoscaling and self‑healing to transform cloud deployments more efficiently.

December 12, 2025

by Sandeep Batchu

· 1,591 Views · 1 Like

Modern Blueprint for Privacy-First AI/ML Systems

Designing ML systems that protect privacy by design through on-device learning, ID-free experimentation, and federated intelligence.

December 12, 2025

by Arun Thomas

· 557 Views · 1 Like

The Tinker and the Tool: Lessons Learned for Using AI in Daily Development

This article explores the necessary philosophical shift and practical workflow adjustments for developers using AI coding assistants. The biggest lesson is that the value of the human engineer has moved entirely to critical thinking and ultimate ownership.

December 12, 2025

by Ioan Tinca

· 629 Views · 1 Like

Taming Gen AI Video: An Architectural Approach to Addressing Identity Drift and Hallucination

Most Gen AI tools treat video as stateless images. Discover how better architectures, identity conditioning, and state-aware pipelines make AI video production reliable.

December 11, 2025

by Andrei Klubnikin

· 2,214 Views · 1 Like

How GPU Power Is Shaping the Next Wave of Generative AI

The next wave of GenAI will be shaped not by model design, but by how effectively organizations secure and scale GPU compute.

December 11, 2025

by Igor Voronin

· 830 Views · 1 Like

Demystifying Agentic Test Automation for QA Teams

Testing is shifting from brittle scripts to autonomous AI agents that explore your app and find edge cases — QA’s new job is strategy, oversight, and amplification.

December 11, 2025

by John Vester

CORE

· 2,321 Views · 2 Likes

Why Senior Developers Are Actually Less Productive with AI Copilot (And What That Tells Us)

Experienced developers experience productivity drops with AI Copilot because verification overhead exceeds the gains from generation speed. Junior developers gain 35%, seniors lose 12%.

December 11, 2025

by Dinesh Elumalai

CORE

· 3,369 Views · 5 Likes

Securing Cloud Workloads in the Age of AI

5 practical steps to building bulletproof cloud systems in an era of rapidly evolving AI-driven cyber threats and risks.

December 10, 2025

by Atish Kumar Dash

· 1,243 Views · 1 Like

Architecting Intelligence: A Complete LLM-Powered Pipeline for Unstructured Document Analytics

How OCR, LLMs, and vector search work together to deliver reliable insights for analytics, compliance, and decision-making.

December 10, 2025

by Jas Tandon

· 1,698 Views · 4 Likes

AI-Driven Alpha: Building Equity Models That Survive Emerging Markets

Enduring alpha requires engineering for resilience — regime awareness, stress testing, observability, and execution realism separate robust models from brittle ones.

December 9, 2025

by Srinivas Mudireddy

· 1,802 Views · 3 Likes