Blog

Engineering notes on machine learning systems, infrastructure, and practical model deployment.

  • 2/1/2026 · 1 min read

    From Notebook to Production ML

    A practical workflow for turning experiments into maintainable ML services.

    • ML Engineering
    • MLOps
    • Systems

    By heissanjay

  • 1/18/2026 · 1 min read

    Evaluation-Driven ML Releases

    A release workflow that treats eval quality gates as first-class deployment checks.

    • Evaluation
    • Quality
    • Release Engineering

    By heissanjay

  • 12/9/2025 · 1 min read

    Observability for LLM Systems

    Practical telemetry patterns for tracing retrieval, prompts, and model outputs end to end.

    • LLM
    • Observability
    • Tracing
    • MLOps

    By heissanjay