NScale: United Kingdom's Sovereign AI Infrastructure

NScale: United Kingdom's Sovereign AI Infrastructure

Vincent Liu
Published on: 28/09/2025

Why NScale Matters Sovereign AI Cloud: Data residency & compliance for UK/EU buyers. Massive GPU Clusters: Nvidia H100s, optimized for training, fine‑tuning & inference. US Investment Momentum: $1.1B+ raise, Nvidia-backed, sovereign posture.

Building a personal Agent
Studying and Evaluating Reasoning Differences

Studying and Evaluating Reasoning Differences

Vincent Liu
Published on: 25/09/2025

How to Study Reasoning Differences in common models

Building a personal Agent
AI Adoption with UK AI Public Consult tool

AI Adoption with UK AI Public Consult tool

Vincent Liu
Published on: 10/09/2025

The Problem in Public Services AI Adoption Public services in the UK face increasing pressure to modernize, digitize, and integrate AI-driven solutions to improve efficiency, transparency, and citizen outcomes. However, adoption has been slow due to: Lack of trust: Citizens and public servants express concerns about bias, accountability, and fairness in AI systems. Fragmented standards: No unified framework exists to assess social readiness or ethical deployment across different government departments. Implementation gaps: Even when pilots succeed, scaling AI initiatives across complex public systems is difficult. Regulatory uncertainty: Policy and governance frameworks are still evolving, creating hesitation in adoption. These barriers limit innovation and slow down the potential benefits AI could bring to healthcare, social care, housing, and public administration.

Building a personal Agent
In Prompt Engineering: ChatGPT 5's Optimizer to incorporate in your workflow

In Prompt Engineering: ChatGPT 5's Optimizer to incorporate in your workflow

Vincent Liu
Published on: 07/09/2025

ChatGPT5 has more capabilities and is more complex so needs a strong, well structured and well-engineered prompt as the input to utilise its potential without vagueness causing a risk of misinterpretation - inconsistency through variability in outputs and creativity it can very well guess what your intention is, but as with any vagueness in description it can also guess wrongly so will need guard rails and controls over the communication to align with how the system works.

Building a personal Agent