1. Keep Trying to Ship the AI Application Side Based on my understanding of operations, I developed an open-source operations tool, https://github.com/shaowenchen/ops . The Ops tool divides operations work into two categories — script execution and file distribution — and both operations targets, hosts and Kubernetes clusters, implement both of

1. Problems with Using LLMs Directly Unstable output One characteristic of generative AI is the diversity of its output. Ask an LLM the same question several times and you may get different answers. This uncertainty in output is a pleasant surprise for users in conversation and creative scenarios. But in