When Agents Keep Their Own Schedules: From Babysitting to Set-and-Forget

AI coding crossed a critical threshold this week. The ‘agent’ in our headlines gained a tense—it learned to sustain itself, orchestrate its own resources, and deliver finished work. From Anthropic’s dynamic workflows that let Claude write its own harnesses, to Cursor’s revelation that 35% of their merged PRs now come from cloud agents, the paradigm is shifting from single-prompt transactions to multi-hour autonomous deliveries. The developer’s role is being recast as a dispatcher and reviewer. This new power demands new disciplines: you’re no longer just writing code, but designing contexts, curating memory, and understanding token economics as a first-class system constraint. This issue of Glean traces the emerging blueprint for managing autonomous agents—covering the orchestration patterns, memory architectures, and counterintuitive engineering lessons that separate functional systems from token-burning chaos.