Yes rnavi,I have the same experience as well.The complete system software development can be expedited using AI.Yes, we are doing private beta with a Japanese semiconductor conglomerate.We go with a philoshopy like your data, your model and your cloud.We create instruction dataset from their tech spec and code.Everything on-prem.We have partnered with AMD and Nvidia for on-prem GPU deployment.We help them selecting the right small language coding model and deploying it with securely.