https://e343c64b.dataagentx.pages.dev/en/tags/task-planning/Recent content in Task Planning on DataAgentXHugoen-USWed, 09 Sep 2026 00:00:00 +0000https://e343c64b.dataagentx.pages.dev/en/tech/20260909-planning-and-orchestration/Wed, 09 Sep 2026 00:00:00 +0000https://e343c64b.dataagentx.pages.dev/en/tech/20260909-planning-and-orchestration/<p>“New-customer conversion is down. Find the cause and recommend what to do.” The agent queries channels, then regions. The third query times out, so it restarts from the beginning. Or it produces a twelve-step plan, reads the first result, and forgets which hypothesis the task was meant to test. It appears to reason, yet the work never finishes.</p> <p>The planning layer is not a checklist generator. It turns a complex objective into an execution process that preserves state, checks evidence, recovers from failure, and hands control to a person when necessary.</p>