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Articles Notes from
Notes from
the work.
Short, practical writing on where AI belongs, how organisations get ready for it, and what it takes to make it part of everyday work.
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Small language models: when smaller can be better
What makes a language model small, where SLMs are useful, whether you need to train your own, how small and large models work together, and how to decide which model belongs where.
Model selection 14 min read
Understanding MCP: connecting AI to the tools we already use
What MCP is, how hosts, clients and servers fit together, the difference between resources, tools and prompts, how MCP relates to APIs, and where businesses should start.
AI integration 7 min read
We added WebMCP to our website. Here's what we learned.
What WebMCP is, the three browser tools we built on our own website, where they added value and where they did not, and why we treat it as progressive enhancement.
Agent-ready websites 7 min read
Installing a way of working with AI — built to adapt
How organisations choose AI tools and vendors, install governed AI-enabled workflows, and maintain them as capabilities that adapt.
Installation & Maintenance Part 04 · 7 min read
Learning to work with AI
The practical skills, technical building blocks, role-specific understanding and judgement people need to use and shape AI in everyday work.
Workshops & Training Part 03 · 7 min read
Getting ready for AI: knowing where to begin
How an organisation understands its workflows, identifies and prioritises AI opportunities, assesses readiness, and decides what to build, buy, wait on, or stop.
Advisory & Readiness Part 02 · 4 min read
Product transformation with AI: the Thoughtful Robots way
How product teams find where AI belongs, turn related opportunities into a coherent direction, and move from direction to delivery through evidence-led increments.
Product 3 min read
Organisational transformation with AI: the Thoughtful Robots way
Organisational transformation through people, knowledge, systems and workflows, and the three connected areas of support: Advisory & Readiness, Workshops & Training, Installation & Maintenance.
Organisation Part 01 · 3 min read