This lecture introduces advanced path integral molecular dynamics, focusing on deriving momentum-dependent energy estimators. The instructor discusses the total internal energy, emphasizing the partition function's role in estimating kinetic and potential energy. The naive estimator's limitations due to momentum dependence are highlighted, leading to the introduction of a more efficient virial kinetic energy estimator. This new estimator addresses the temperature dependence of the spring term by changing coordinates, allowing for better statistical convergence. The lecture also covers the derivation of estimators for other thermodynamic quantities, such as pressure and heat capacities, using similar techniques. A bibliography of relevant literature is provided for further reading, including works on molecular dynamics algorithms and heat capacity estimators. The instructor concludes by summarizing the key points and encouraging students to explore the provided references for deeper insights into efficient energy estimation methods in path integral simulations.