Tag
#production-ml
4 posts tagged production-ml.
- reviews
MLOps Platform Selection: A Framework That Survives Reality
Vendor demos are optimized to look good. The gaps show up six months after sign-off. A rigorous evaluation framework covers the failure modes vendors
- ops
Evaluation Pipeline Design: What CI Evals Miss and How to Fix
CI evals catch regressions in code. They don't catch production drift, prompt sensitivity, or behavioral changes in upstream models.
- ops
Online Inference Latency: Where the Budget Actually Goes
P99 latency is a product problem as much as an engineering one. Breaking down the inference budget — model compute, preprocessing, retrieval
- reviews
Feature Store Comparison 2026: Feast, Tecton, and Hopsworks
Feature stores are table stakes for production ML. Which one you choose depends on whether your bottleneck is freshness, scale, or team bandwidth — and