Live traffic: what came right before each switch Right before an escalation (Sol → Astra) · after a failure 50% after the developer steered 50% 0% 10% 20% 30% Share of switches Environment, permission or network error 16% Failing tests 12% Script crashed 9% Git error (merge conflict, bad ref) 6% Rejected patch 3% Other failed command 3% Developer approved a plan ("implement") 19% Developer gave a new request or feedback 19% Developer answered the agent's question 12% Right before a hand-back (Astra → Sol) · after a routine step 91% after a failure 9% 0% 10% 20% 30% Share of switches Waiting on a running command 22% Git step (status, commit, push) 22% Tool call (MCP, browser, ...) 22% A command ran successfully 13% Reading or searching code 9% Agent wrote an update 4% A failure 9%