# 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.

## 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.

## 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.

## 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.

## 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.

## 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.

## 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.