AI Task Decomposition Tool That Breaks Overwhelming Projects Into Steps
People face a massive project and freeze because they don't know where to start. Existing to-do apps are empty lists you populate yourself. The demand is for an AI tool where you describe what you need to accomplish in natural language, and it breaks it into ordered, time-estimated sub-tasks with dependencies. An HN user called it 'Cursor for to-do lists.' The ADHD community especially needs this, where executive function challenges make task breakdown the hardest part.
Goblin.tools is your reference implementation and your proof of demand. It's free, single-purpose, and beloved by the ADHD community. Build the persistent version: describe a project, get the decomposed task tree, check things off as you go, and the AI re-estimates remaining time as you progress. The recipe photo scanning use case from the HN thread is a great demo: photograph a recipe, AI creates 'buy ingredients, prep veggies, marinate protein, cook' sub-tasks with time estimates. Start with the decomposition engine, add persistence second.
landscape (4 existing solutions)
Task management apps provide the list. AI assistants provide conversation. Nobody combines them: describe a project, get an ordered task tree with time estimates and dependencies, then manage that tree as your actual to-do list. Goblin.tools proves the AI decomposition concept works for ADHD users but stops at one-shot breakdowns with no persistence. The gap is Goblin.tools' decomposition intelligence inside a real task manager with project context, history, and time tracking.