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 icon1A 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 icon1A response icon1
InCUBIG Tech BlogbyCUBIG·Sep 1When Your AI Regresses, Diff the Data Before the Model.A diff on data state is a field-level comparison between the two data states an AI run consumed — the columns, distributions, encodings…
InCUBIG Tech BlogbyCUBIG·Aug 24Model Versioning Is Not Enough for Reproducible AIPinning the model artifact feels like reproducibility, but it isn’t: when a result drifts on an unchanged model, what actually moved was…A response icon2A response icon2
InCUBIG Tech BlogbyCUBIG·Aug 21Your Data Catalog Can’t Reproduce a Single AI RunA data catalog helps people find, understand, and govern the data you hold. Operating control binds each AI run to the exact data state it…
InCUBIG Tech BlogbyCUBIG·Aug 12AI Reproducibility: Can You Reproduce the Pilot in Production?A pilot proves a result happened once. Production asks whether anyone can make it happen again, after the engineer who built it has moved…A response icon2A response icon2
InCUBIG Tech BlogbyCUBIG·Aug 7Operating Control vs Model Registry: Which Reproducibility Gap Are You Missing?A model registry tells you which model ran. It cannot tell you which data produced the result.A response icon2A response icon2
