#Observability
6 posts in tag “Observability”.
Inside Vector Databases: Building Retrieval-Augmented Systems that Scale
2025-10-26How modern vector databases ingest, index, and serve embeddings for production retrieval-augmented generation systems without falling over.
Seeing in the Dark: Observability for Edge AI Fleets
2024-08-16A practitioner's guide to instrumenting, monitoring, and debugging machine learning models running at the edge.
Latency-Aware Edge Inference Platforms: Engineering Consistent AI Experiences
2023-03-12A full-stack guide to designing, deploying, and operating low-latency edge inference systems that stay predictable under real-world constraints.
Keeping the Model Awake: Building a Self-Healing ML Inference Platform
2023-02-14A field report on taming production machine learning inference with proactive healing, adaptive scaling, and human empathy.
Instrumenting Without Spying: Privacy-Preserving Telemetry at Scale
2021-05-27How we rebuilt our telemetry pipeline to respect user privacy without sacrificing insight.
Safe Rollback Strategies for Distributed Databases
2020-11-08A comprehensive guide to designing, executing, and validating rollbacks in distributed database environments without compromising data integrity or customer trust.