Techniques for augmenting technical instruction sets with additional solutions from solution providers are described. A user query for technical instruction comprising a technical problem to solve is received and a current user state from data representing user knowledge and available physical resources is determined from the user. Additionally, a technical instruction set is identified and an augmented technical instruction set comprising additional technical instructions from a winner of a knowledge augmentation auction is generated and returned.