feat: Add new stablepy tasks & tabs (by R-Kentaren)

Fix: ValueError API endpoints must have type hints

Fix: ALL AttributeError str/list has no _id issues

Fix: AttributeError list has no _id - missing style components

Fix: AttributeError Dropdown has no attribute submit -> change

Fix: NameError scheduler_gui -> sampler_gui at line 2231

Fix: AttributeError total_mem -> total_memory in system monitor

Fix: KeyError crash on startup - TASK_AND_PREPROCESSORS dictionary access issue

Update: app.py - Improved version with bug fixes & new features

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