
Who manages the agents?
Multi-agent systems went from 6% to 25% in a single quarter. Once agents work with each other, who can say why something went wrong, or right?

The read
95% of Enterprises Have Delayed AI Projects as Infrastructure Limitations Spark 'The Great AI Re-Architecture,' New Cloudera Report FindsCloudera · 11 August 2026
Your AI isn't stuck because of the AI. It's stuck because of your data.
95% of 1,500 tech leaders told Cloudera they had delayed or cancelled AI work over data governance, compliance or regulation. Cloudera sells data platforms FYI.
My view: most company data was built to produce a monthly report for people. That works for a finance team reading a pack once a month, and it fails an agent making hundreds of decisions an hour.
So if your AI keeps stalling at the data review, stop arguing with compliance and fix the data so it can be acted on, with a budget and an owner in the plan.
The question I would sit with
How often does your most important AI use case need its data refreshed, and who is allowed to act on it?
Alex Collins
Co-founder & COO of RAI Digital, a consulting venture builder · Ex-EY Consulting Partner · Writing on agentic AI, venture building, logistics platforms and transformation leadership.
One honest read every fortnight on what agentic AI is doing to consulting, and what to do about it. For people moving from advice to outcomes, rebuilding a firm, or done buying decks. No hype, no fluff.

Multi-agent systems went from 6% to 25% in a single quarter. Once agents work with each other, who can say why something went wrong, or right?

Forward-deployed engineering is a new name for an old question: when the people who built it leave, who takes over?

Everyone is counting AI agents, and far fewer organisations can say which ones exist, what each one can access and what it did yesterday.