Assist with Cardano ADA transactions, staking, native tokens, and UTxO model.

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

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.

Build, visualize, and launch products with strategy frameworks, AI imagery tools, and marketplace optimization.

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