What’s Free and What’s Not in Oracle Fusion AI Agent Studio
You already paid for Oracle Fusion. Now everyone’s talking about AI agents. And the natural question is: Do I need to open my wallet again? The short answer is: it depends on what you want to build. Oracle’s pricing model for AI Agent Studio is more nuanced than most customers realize — and getting it […]
What Models Learn Is What We Give Them
Over time, while building and iterating on machine learning systems, one lesson keeps repeating itself: Model performance is often constrained less by the algorithm and more by how the data is represented. Feature engineering is the work of turning raw data into signals that reflect real-world behavior. When done well, it allows models to learn […]
From Static Screens to Adaptive Surfaces: Inside Calfus’s Generative UI Engine
For most of the last decade, UI development has revolved around one core idea: assemble reusable components into fixed screens. Designers craft layouts in Figma, engineers translate them into React or native views, and every variation — by role, plan, device, or feature flag — becomes another screen to design, build, and maintain. That model […]
Kubernetes Without the Drama – Part 2: Observability in Action
Last time, we got our app cruising inside MicroK8s — smooth, predictable, like a well-oiled machine. If you haven’t configured your cluster locally yet, check out Part 1 — Kubernetes Without the Drama – MicroK8s in Action . But here’s the catch: machines don’t talk. When something slows down or crashes, Kubernetes won’t whisper why. […]
Building responsible AI, we can trust
Do you still tell AI what to do? Well, not for long. Now is the era of autonomous agents. They think, decide, and act on their own. The company 1X has opened pre-orders for Neo — a robot designed to work autonomously, helping with everyday chores. So, totally autonomous. That’s having an AI agent operating […]
Ethics in Generative AI: Navigating the Moral Landscape of Artificial Intelligence
Generative AI (Gen AI) has revolutionized creativity, automation, and problem-solving across industries. From AI-generated art and music to automated text and synthetic media, this technology has opened endless possibilities. However, with great power comes great responsibility. Ethical considerations in Gen AI are crucial to ensuring fairness, transparency, and accountability in its development and use. Bias […]
Back-to-Back Order fulfillment in Oracle SCM Fusion
Back-to-Back orders are a core order fulfillment feature in the era of Agentic AI where users expect quick solutions to complex problems. Oracle’s strategy of embedding in-built AI apps in Fusion on top of cutting-edge AI infrastructure is made possible by its decades of experience across on-premises and Cloud ERP application business. This post describes […]
Kubernetes Without the Drama – MicroK8s in Action
Let’s be honest: setting up Kubernetes locally can be frustrating. Maybe you’re using Docker Desktop’s “Kubernetes” because it’s easy to set up… but it’s such a resource hog that your laptop starts heating up just from a basic NGINX deployment. Or you’ve tried Minikube because it’s easy to get started, but sometimes its extra VM […]
Handling Message Failures While Preserving Order with a Dead Letter Queue (DLQ)
We’ve all been there—your message processing pipeline is cruising along, and suddenly one problematic message brings the system to a halt. In a transactional system, when order matters for one business entity, all subsequent messages for that entity must not be processed, or you risk losing sequence and corrupting state. A Death Letter Queue (DLQ) […]
AWS Serverless Essentials: Services, Flow, and Use Cases
AWS Serverless Essentials: Services, Flow, and Use Cases Businesses need systems that react instantly, scale automatically, and keep costs under control. Serverless architecture does exactly that: it lets teams focus on business logic and customer experience while AWS handles infrastructure, scaling, and availability. This post explains serverless basics, the AWS building blocks, and a concrete […]