Task Builder: Matrix-Based Prompt Generation

Version: 1.7.2, Date: September 7, 2025

Task Builder’s prompt generation engine has been rebuilt. Previously, every prompt used the same five-section structure regardless of whether you were generating a simple checklist or a complex multi-output project plan. The engine now evaluates both your complexity level and how many outputs you have selected, then chooses from five distinct templates optimized for that combination. Prompts now match what you are actually trying to accomplish. The rest of this post is grouped by app area.

Task Builder

• Improved: Matrix-based prompt generation. The Task Builder now selects from five intelligent templates based on the combination of your complexity level (1 to 5) and output count. A simple task with a few outputs gets a lean, direct three-section prompt. A complex task with many outputs gets a systematic eight-section framework with output coordination. This covers 75+ distinct complexity and output combinations, each producing an appropriately structured prompt.
• Improved: Task type detection. The generation engine now analyzes your task description to detect the type of work (learning, communication, organization, or creative) and adapts the prompt structure to better suit that category.
• Improved: Output format intelligence. Selected output formats are now categorized (summary, list, communication, processing) so the generated prompt includes format-appropriate guidance for each output type rather than generic instructions.
• Improved: Clearer output format descriptions. The output format selection interface now includes clearer descriptions so you know exactly what each format produces before selecting it.
• Improved: The Task Builder page header now matches the Creation Hub design with consistent icon styling, clickable navigation back to the hub, and proper spacing between sections.

Across the App

• Improved: The prompt generation system has been restructured behind the scenes so new templates and selection logic can be added or adjusted more easily as the platform evolves. You get a more capable, more adaptable generation engine that will continue to improve over time.