Last time at AI Coding Summit London I gave you From Prompting to Orchestrating — the argument that coding with fleets of agents is a systems problem, and the spec (grounded in dozens of research papers from the major labs) that names the fix. Then I went and built that spec.
Twice. Once as an autonomous daemon that runs the whole loop for you, once as a plugin that lives inside your own coding session. The disciplines came out identical both times. The only thing that changed was who conducts the orchestra - and that turned out to be the whole lesson.
This is the sequel: what two real implementations taught me that the spec couldn't, including the two MUST-level checks my own reference implementation failed when I audited it against my own rules.
This talk has been presented at AI Coding Summit Berlin, check out the latest edition of this Tech Conference.























