Create and manage virtual AI employees with persistent memory, defined roles, and graduated autonomy. Hire, train, and delegate tasks to specialized workers.

Plan workouts, track progress, and optimize training with periodization and recovery.

Create films with AI video generation by managing scripts, prompts, consistency, and production workflows from concept to final cut.

Generate AI music with optimized prompts, style control, and production-ready audio output.

Avoid common PyTorch mistakes — train/eval mode, gradient leaks, device mismatches, and checkpoint gotchas.

Build statistical intuition from basic probability to advanced inference.