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7 articlesAI · Systems · Plymouth

Plain-English writing on applied artificial intelligence — on-prem LLMs, RAG, fine-tuning and what AI can genuinely do for a business.

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FeaturedArtificial IntelligencePlymouth

What AI Can Actually Do for a Plymouth Business (Without the Hype)

Forget the headlines about robots taking over. For a real Plymouth business, artificial intelligence is quieter and far more useful — here's where it genuinely pays off, and where it doesn't.

1 July 20266 min readRead Article →
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Artificial IntelligenceManchesterStrategy

Bringing AI Into a Manchester Team Without Betting the House

Manchester is full of teams being sold AI transformation. Here's how to add real artificial-intelligence capability to a product or workflow without a black-box vendor or a six-figure gamble.

20 Jun 2026 · 6 min read
AI InfrastructureLLMPrivacy

Running LLMs On-Prem: Private AI Without Sending Your Data to the Cloud

You don't have to send your data to OpenAI to use a capable language model. Here's what it takes to run LLMs on your own hardware — and why more businesses are choosing to.

5 Jun 2026 · 7 min read
RAGAgentic SystemsAI

RAG That Doesn't Hallucinate: Grounded AI With Citations

A language model on its own makes things up. Wired to your documents with retrieval and citations, it doesn't have to. Here's how grounded AI actually works.

22 May 2026 · 6 min read
MLOpsFine-tuningRAG

Fine-Tuning vs RAG: Which One Does Your Problem Actually Need?

Two of the most-confused tools in applied AI. They solve different problems, and picking the wrong one wastes money. A plain-English guide to choosing.

8 May 2026 · 6 min read
InferenceGPUOptimization

Fast, Cheap LLM Inference on a Single GPU

You don't need a data centre to serve a capable model. Here are the levers that turn one GPU into a fast, cost-efficient inference server.

24 Apr 2026 · 6 min read
AI InfrastructureStrategyCost

Own Your AI Stack: On-Prem vs the API Treadmill

Renting intelligence by the token is easy to start and hard to stop. A look at when owning your AI infrastructure beats paying a meter forever.

10 Apr 2026 · 5 min read

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