Insights

Bidirectional RAG: The Self-Improving System

Conventional Retrieval-Augmented Generation (RAG) architectures exhibit a fundamental asymmetry because they operate as read-only systems. In these standard designs, the retrieval corpus

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Large Reasoning Models (LRMs) and Thinking Time

A reasoning model, also known as a Large Reasoning Model (LRM), is a type of artificial intelligence specifically trained to solve complex

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Agentic RAG: From Passive Tool to Intelligent Partner

Agentic RAG represents an advanced evolution of retrieval technology that embeds a decision-making layer directly into the retrieval process. While traditional RAG

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Corrective RAG (CRAG): Enhancing Retrieval Robustness

A significant challenge in standard Retrieval-Augmented Generation is its heavy reliance on the relevance and accuracy of retrieved documents. A low-quality retriever

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Retrieval-Augmented Generation (RAG) 101

Retrieval-Augmented Generation (RAG) is a critical technique that enables Large Language Models (LLMs) to retrieve and incorporate new information from external data

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Prompt Engineering: Safeguarding Factual Accuracy

Prompt engineering has moved beyond simple experimentation to become a vital application of engineering practices for developing inputs into generative models. Recent

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Facing the AI Energy Dilemma: Sustainable Green AI

The advent of Large Language Models (LLMs) has raised concerns regarding their enormous carbon footprint, beginning with energy-intensive training and continuing through

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How Academii built a Global Policy Platform with the United Nations University

Global organisations often face the same challenges: critical knowledge exists, but it’s fragmented, hard to access, and difficult to turn into real-world

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The 2026 Efficiency Pivot: The Rise of Small Language Models (SLMs)

While massive Large Language Models (LLMs) currently lead in general reasoning, 2026 is projected to be the year of efficiency dominated by

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