three-shifts

Long-running workflow automation persists state between fixed 15-minute execution cycles to recover gracefully from failures. It decomposes high-level tasks into atomic steps, logging and retrying errors while carrying state forward in workspace files.

Task decomposition for multi-shift cycle execution breaks high-level tasks into small, verifiable atomic steps. It plans three daily shifts at 6 AM, 2 PM, and 10 PM, executing one step per 15-minute cycle and storing results in workspace files.

Cyclic task execution uses Claude 4.6 for planning and GLM-5 for execution to balance quality and cost. You approve the daily shift plan to kick off automated planning, decomposition, and 15-minute execution cycles.

Shift automation suits memory-heavy workflows and repeatable operations in distributed teams. It plans three daily shifts, executes one step per 15-minute cycle, and persists results to workspace files to ensure state recovery.

Multi-shift workflow planning uses fixed 15-minute cycles to execute one atomic step at a time, ensuring verifiable progress. This cycle execution persists state between intervals to recover from errors and carry results forward.

Rule-based shift automation operates strictly on fixed 15-minute cycles and three daily shifts, limiting execution to one atomic step per cycle. It requires approving the daily shift plan and depends on workspace files for state persistence.