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  • SERVICES
    • Software Vendor Services
      • Vendor Profiles
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    • Research Agenda 2026
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Tag Archives: ai foundations

An illustration showing AI in action on devices: Autonomous car detecting pedestrians and traffic lights in real time. Smart security camera detecting motion locally.

Living on the Edge – AI on devices

Artificial Intelligence, Emerging Topics in AIBy Mat Newcomb8 December, 2025

We usually think of AI running on web-connected servers in the cloud somewhere, but what about AI running on a stand-alone device, not connected to the internet? There are actually more examples of this than you may realise. To start with, security cameras detect motion or objects locally without sending data to the cloud. Self-driving…

Depict a massive, muscular robot huffing and puffing on a treadmill, burning lots of energy, while a much smaller, nimble robot (“Small Efficient LLM”) zips past on roller skates, easily outpacing its bigger counterpart. Caption: Sometimes smaller runs smarter.

Lean Machines: Small Language Models

Artificial Intelligence, Emerging Topics in AIBy Mat Newcomb28 November, 2025

One mantra regarding large language models (LLMs) is that bigger is better. Parameters are the learned weights of a model, while tokens represent the pieces of text used to train it. The more training tokens an LLM sees, the more fluent the answers it produces. This assumption that bigger is better is what has driven…

Stacked Test Papers & Masked Robots: A pile of official-looking benchmark exam papers, with small robots or AI icons “cheating”. Copying, whispering answers, or swapping test papers.

Measuring Up: AI Benchmarks

Artificial Intelligence, Emerging Topics in AIBy Mat Newcomb12 November, 2025

Imagine giving a robot a multiple-choice exam, but then realising it already knows all the answers. When a new version of an AI model is released by a major vendor like OpenAI, Anthropic, or Google, it usually comes with a series of statements about how well the model performs on benchmark tests. These benchmarks may…

A person surfing on digital waves with shark fins made of code or binary beneath the surface. Symbolises users navigating AI-powered tools that hide unseen cyber dangers.

Surfing With Sharks: AI Browsers

Artificial Intelligence, Emerging Topics in AIBy Mat Newcomb29 October, 2025

The web browsing market has been relatively stable for some years, with Google Chrome holding 72% market share in 2025, ahead of Apple’s Safari at 12%. These are followed by Microsoft Edge, Firefox and Opera. Recently, the AI chatbot vendors have decided to muscle in on this market, and existing incumbents have added AI features…

An abstract digital illustration of an AI reasoning network forming branching paths of thought, glowing nodes connected in a tree-like structure, cool blue tones, minimal futuristic design.

Give Me One Good Reason: AI Reasoning Models

Artificial Intelligence, Foundations of AIBy Mat Newcomb29 October, 2025

Large language models (LLMs) have developed significantly since ChatGPT burst onto the public scene in late 2022, built on the GPT-3 model. There have been increases in scale, with GPT-4 being several times larger than GPT-3 in terms of the numbers of parameters. Context windows increased from a few thousand tokens to over a million.…

A life raft at sea labelled "RAFT" is helping a struggling swimmer.

From RAGs to RAFTs

Artificial Intelligence, Foundations of AIBy Mat Newcomb25 October, 2025

Large language models (LLMs) such as ChatGPT have excellent linguistic skills, but to use them for a specific business process, they need additional knowledge. For example, a customer service chatbot would not be much use unless it knew things like the products that the company sold and who had purchased them and when. To supplement…

Seahorse surrounded by floating emoji options. The seahorse look confused, surrounded by fish, unicorns, sharks, and other emojis, highlighting the “hallucination” problem.

Seahorses and AI Don’t Mix

Artificial Intelligence, Emerging Topics in AIBy Mat Newcomb22 October, 2025

I recently stumbled across an AI curiosity via a post on LinkedIn. Before we explore this, a little background is necessary. When a large language model (LLM) gets a prompt then it has to decide how long to make its answer – a few sentences, or something longer? The LLM actually generates an “end of…

A visually engaging, semi-abstract depiction of a "neural network brain" made out of interconnected lines or circuits, glowing lines resembling a brain silhouette, with clusters of nodes or “tokens” flowing through it like data.

Under the Hood: Inside a Large Language Model

Artificial Intelligence, Foundations of AIBy Mat Newcomb13 October, 2025

We are all being deluged by news stories about artificial intelligence (AI) and the large language models (LLMs) at the heart of the latest AI trend, generative AI. But how do they actually work? Some level of understanding of this would seem quite useful for a technology that now creates over half of the content…

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