Combine goat meat, Chile peppers, curry powder, salt, garlic and black pepper in a bowl cover and refrigerate overnight.

Remove goat meat mixture from bowl and pat dry, reserving marinade. Heat vegetable oil in a stockpot over medium high heat. Cook meat in batches until browned on all sides, 5 to 6 minutes per batch transfer meat to plate. Add onions and celery to pot cook until onion begins to caramelize, 4 to 6 minutes.

Stir browned goat meat into onion celery mixture. Add reserved marinade and chicken broth and bay leaf. Bring to a boil, cover, reduce heat to low and simmer for 1 hour. Stir in potatoes simmer until potatoes and meat are tender, 40 to 50 minutes more.

Remove pot from heat, skim off surface fat and remove Bay leaf.