Mlops

• Auditing the Algorithm: Building a Responsible AI Pipeline That Scales · 2025-04-05

  How we operationalized responsible AI with automated audits, governance rituals, and transparent reporting.

• Seeing in the Dark: Observability for Edge AI Fleets · 2024-08-16

  A practitioner's guide to instrumenting, monitoring, and debugging machine learning models running at the edge.

• Keeping the Model Awake: Building a Self-Healing ML Inference Platform · 2023-02-14

  A field report on taming production machine learning inference with proactive healing, adaptive scaling, and human empathy.