Category: TECH

Hosting modern AI inference can become expensive quickly, especially when your endpoint needs GPUs, low latency, and high availability. The typical approach—keeping GPU instances running 24/7—works, but it wastes money during quiet hours and makes it harder to scale predictably during spikes. A serverless GPU architecture aims to solve this by allocating GPU capacity only […]

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Mobile applications have become the primary interface between businesses and users. From banking and shopping to health and entertainment, users expect mobile apps to work flawlessly across devices, operating systems, and network conditions. This expectation has reshaped how quality assurance teams approach testing. Manual testing on a handful of devices is no longer sufficient. Modern […]

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Completing a project does not automatically mean it has been accepted. Many projects reach the final stages only to encounter delays, rework, or disputes because stakeholders have not formally agreed that the deliverables meet the defined requirements. Scope validation and formal acceptance criteria are in place to prevent this situation. They provide a structured process […]

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Learning From Partially Completed Experience Reinforcement Learning (RL) is about learning to make good decisions from interaction. An agent takes actions, observes rewards, and gradually improves its behaviour to maximise long-term return. In many real settings, the agent cannot wait until an entire task is finished to learn. A delivery route might take hours, a […]

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Operational documentation has always been essential in DevOps, yet it is often the most neglected asset. Runbooks and playbooks are created with care, only to become outdated as systems evolve, tools change, and processes mature. This gap between real-world operations and written guidance leads to slower incident response, inconsistent handling, and avoidable errors. Large Language […]

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Charts are not decoration. They are analytical tools that shape how people interpret relationships in data. The same dataset can produce very different decisions depending on whether you use a bar chart, a scatter plot, or a heatmap. Many teams struggle because they pick charts based on habit or software defaults, not on the relationship […]

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Imagine trying to verify the strength of a spider’s web. Each strand is delicate and independent, yet together they form a structure capable of holding surprising weight. Testing microservices feels much the same. Each service may be small and self-contained, but its true complexity emerges when it interacts—when dozens of them form an interconnected web […]

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