Research into UK SME technology adoption consistently shows a significant gap between AI interest and AI integration. Industry surveys conducted in 2025 and 2026 suggest that the majority of UK small businesses express interest in using AI in their operations, but fewer than one in five have integrated it into any...
AI Insights
Research-backed analyses and practical takeaways across AI: LLMs, machine learning, evaluations, prompt engineering, tools, and real-world applications.
AI code review has moved from experimental to production-standard in 2026. Development teams that once debated whether AI could reliably review code are now debating which tool to use and how deeply to integrate it. The quality of AI-generated code review has improved to the point where, for many categories of finding,...
AI software development is not a future trend for UK businesses; it is already the baseline. Search interest in the term has grown 30% in the past three months, and interest in “AI software development company” is up 60%. The businesses that understand this shift now will have a significant head start over those still...
Claude AI has become one of the fastest-growing AI tools in the UK, with search interest up 120% in the past three months alone. Developers are no longer just experimenting with it; they are relying on it daily, and code review is one of the highest-value use cases. In this guide, you will learn exactly how Claude AI...
When it comes to AI-assisted coding, OpenAI ChatGPT 5 and Grok 4 are two of the hottest tools of 2025. Both claim to write Python code with high accuracy and efficiency, but which one actually delivers cleaner, more maintainable scripts in real-world scenarios? In this article, we’ll pit ChatGPT 5 and Grok 4 against...
ChatGPT 5 has officially arrived, and it’s already making waves in the AI world. Building on the success of GPT-4, OpenAI’s latest release isn’t just about raw intelligence, it’s about speed, accuracy, and adaptability. In this hands-on ChatGPT 5 review, I’ll walk you through my hands-on experience with ChatGPT 5,...
Introducing Tiny BPE TrainerMost modern NLP models today from GPT to RoBERTa, rely on subword tokenization using Byte Pair Encoding (BPE). But what if you want to train your own vocabulary in pure C++? Meet Tiny BPE Trainer - a blazing-fast, header-only BPE trainer written in modern C++17/20, with zero dependencies,...
Introducing Modern Text TokenizerModern natural language processing (NLP) models like BERT, DistilBERT, and other transformer-based architectures rely heavily on effective tokenization. But C++ developers often face limited options like bloated dependencies, poor Unicode support, or lack of compatibility with...
In this post we will compare ChatGPT vs Gemini vs Grok vs Deepseek vs Claude for several uses cases to understand which one suits best for your needs using the available free models. What we will test are the following things: Code generation Content generation Problem solving What we will compare are the following...
Artificial Intelligence (AI) has been an intriguing subject, often wrapped in an enigma, driven by speculation, and enhanced with Hollywood glitz. While movies paint a picture of AI as sentient entities, filled with emotions and consciousness, one must wonder if today’s AI mirrors such representation. It’s time to...