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Retrieval-Augmented Generation (RAG): Grounding LLM Answers in Up-to-Date Knowledge Bases

Large Language Models (LLMs) are excellent at summarising, rewriting, and reasoning over patterns they learned during training. The limitation is that training data can be outdated, incomplete, or not specific to your organisation. That is where Retrieval-Augmented Generation (RAG) helps. RAG combines two parts—information...

Data Lineage and the Flow of Transformation Metadata: Methods for Tracing the Origin and Sequence of Operations Applied to Features Within a Pipeline

Modern data pipelines rarely move raw data straight into dashboards or machine learning models. Instead, data passes through a chain of joins, filters, aggregations, imputations, encodings, and validations. Over time, teams forget exactly how a feature was produced, which upstream fields it depends on,...

Designing Resilient APIs: The Art of Idempotent Operations

Imagine a self-driving car approaching a traffic signal. Whether the signal turns green once or flashes green multiple times, the car’s action remains the same, it moves forward safely. This is the essence of idempotency in software systems: ensuring that repeating the same operation...

Model Collapse: When Overtraining Destroys a Model’s Intelligence

Imagine a painter who begins their journey by observing mountains, rivers, faces and crowded marketplaces. Their early work is shaped by rich experiences. But imagine this painter locked in a room later, instructed to keep repainting a single photograph until the once vibrant imagination...

Unlock Hidden Value: How to Sell Your Old IT Equipment for Maximum Return

Why Selling Your Old IT Equipment Makes Sense Your old tech holds value. Whether it's end-of-life desktops or outdated servers, unused equipment can turn into cash. Through IT buyback services like those offered by Equipment HQ, you can recover value, reduce waste, and simplify asset...

Super Smart Machines: How AI is Changing the World

Artificial Intelligence (AI) is reshaping our world, propelling changes in everything from industry practices to daily life activities. In tech hubs like Bangalore, the surge of AI technology is particularly palpable, with an AI course in Bangalore often being the gateway for many to enter...