And finally, we should continue to be aware of the importance of model optimizations for the LLMs to be ported onto edge devices or controllers. Increasingly, large amounts of compute power is now being made available on the edge devices. As a result, it is now possible to look at how this additional computing power can be harnessed for performing intelligent tasks at the mode level itself. To achieve this, pruning, quantization and optimization techniques are maturing and are available for model optimizations to take place. The focus therefore, going ahead, will be on the next level of digital engineering in unlocking the true value from the models.