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Beyond the score- Designing an enterprise skills intelligence architecture

Beyond the Score: Designing an Enterprise Skills Intelligence Architecture 

For decades, enterprise assessment has been built around a deceptively simple equation: Response → Score → Decision. It works - until the decision becomes important. A candidate scores 82%. An...
From portal to decision engine

From Portal to Decision Engine: 4 Enterprise Decisions Liferay Can Transform With AI

For the past four articles, we have been building toward one idea: The future of Liferay is not just about delivering better digital experiences. It is about helping enterprises make...
Liferay & AI

The Next Step for Liferay: From Digital Experience Platform to Decision Platform 

How organizations can unlock the AI value already hidden inside their Liferay platform—without replacing what already works. For many CIOs and digital transformation leaders, the question has shifted from "Should...
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Beyond Document Comparison: Building an AI-Powered Document Intelligence Platform with LangGraph, Semantic Diffing, and Human-in-the-Loop Review

Every organization depends on documents. Contracts define commercial relationships. Vendor agreements define obligations. Regulatory documents define compliance requirements. Product specifications define delivery expectations. Yet one of the most expensive and...
Building an Agentic Mesh for News Intelligence A2A Communication, Temporal Workflows, and Scalable Multi-Agent Design

Building an Agentic Mesh for News Intelligence: A2A Communication, Temporal Workflows, and Scalable Multi-Agent Design 

In recent years the term agentic mesh has moved from academic papers to production‑grade systems. At its core, an agentic mesh is a network of autonomous, purpose‑built AI agents that...
Near-Realtime Automated Video Tagging for Surveillance companies Using Python and Vision LLMs

AI-Powered Video Intelligence for Defense Surveillance  

Modern defense operations rely heavily on video surveillance from cameras, drones, and mobile monitoring systems. These systems generate vast amounts of footage every day. While this information is extremely valuable,...
Building a GenAI-Powered Developer Tool: Code Snippets Included

Building a GenAI-Powered Developer Tool: Code Snippets Included 

The next era of software development is about writing smarter code, faster. And that’s where GenAI-powered developer tools come in. They’re not just “assistants” anymore, they’re evolving into autonomous collaborators...
Data Engineering as the Foundation of AI: Why Data Readiness Outweighs Model Choice

Data Engineering as the Foundation of AI: Why Data Readiness Outweighs Model Choice 

In the race to build high-performing AI systems, organizations often obsess over model selection from fine-tuning GPT-like architectures to experimenting with deep neural networks. But here’s a truth most leaders...
Agentic AI in the Enterprise: What Leadership Needs to Know

Agentic AI in the Enterprise: What Leadership Needs to Know 

The enterprise world has witnessed waves of automation, from rule-based systems to predictive AI. But 2025 marks the era of something far more transformative - Agentic AI in the enterprise....
Integrating Liferay with AI-Driven Personalisation: A Roadmap for 2026

Integrating Liferay with AI-Driven Personalisation: A Roadmap for 2026 

Imagine a digital portal that knows your enterprise clients so well that it proactively surfaces the exact white paper they need, recommends a complementary service before they even ask, and...