InCUBIG Tech BlogbyBG Yoo·Oct 16When Cleaner Data Makes AI WorseData quality and governance scores are rising across markets. Whether a specific AI task got better is a separate question, and it needs…
InCUBIG Tech BlogbyCUBIG·Sep 10Operating Control vs CI/CD for ML: What Each ReproducesCI/CD reproduces the build. It still cannot explain the number your model produced last Tuesday, because the data that pipeline read has…
InCUBIG Tech BlogbyCUBIG·Sep 7Schema Drift Is an AI Release Nobody DeployedA renamed column, a new category, a shifted type — each one changes what actually reaches your model. The behavior moves. The model version…A response icon1
InCUBIG Tech BlogbyCUBIG·Sep 4Operating Control vs Generic MLOps: Versioning the Data StateMLOps versions your code, containers, and models. It leaves the data each run executed on as a moving target — the one thing you need…
InCUBIG Tech BlogbyCUBIG·Sep 3lakeFS Can Roll Your Data Back, Not Tell You the Data Was the Cause.Data versioning restores the exact state a run read. Whether that state is why the result moved is a separate question, and it is the one…A response icon1