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Two years of AI. What we actually learned.
From agentic AI and MCP to data governance and the skills earthquake: a field report on what changed for technology, people, and business, with real cases, figures, and frameworks from BYMADA’s own work.
It’s not another round of predictions. It is a look back at what changed on the ground: in the stack, in the org chart, and in the rulebook.
What’s Inside?
AI & Technology
Agentic AI, MCP, and the real cost of tokens
Why « AI agents » and « agentic AI » aren’t the same thing, how the Model Context Protocol lets models act rather than just answer, and why cheaper tokens still mean bigger bills.AI & Human Beings
The skills earthquake
Why the most qualified people are on the front line, what’s replacing job titles as the real currency at work, and how data roles are splitting into new ones.
AI & Business
Governance, regulation, and trust
Why traditional data governance breaks under AI, where the EU, US, UK and China actually stand on regulation in 2026, and what companies are doing about it right now.
The ebook closes with seven concrete actions you can start this week, with the tools, effort, and what to measure for each.
Reach out to us directly to chat on AI and show us what you are doing!
Have a good read!
Laura from BYMADA
