8bit.tr Journal
MLOps
4 articles tagged with MLOps.
January 10, 2026
Dataset Versioning and Rollbacks: Provenance for LLM Training
How to version datasets, track lineage, and roll back safely when training data changes.
January 9, 2026
Evaluation Harness for LLM Products: From Datasets to CI Gates
How to build a reliable evaluation harness for LLM products with datasets, scoring, and automated release gates.
December 20, 2025
LLM Observability and Tracing: Seeing What the Model Actually Did
A practical guide to tracing, logging, and debugging LLM workflows in production systems.
December 12, 2025
Data-Centric LLM Iteration: Improving Models Without Bigger Architectures
Why high-quality data, labeling strategy, and error analysis often beat model scaling in production.