RautioProjects.

02 / Project tag

Projects tagged “automation”.

Matching projects

All projects in the catalogue using this shared topic.

  1. Self-Hosted Prototyping and Demo Environment

    A production-inspired homelab for prototyping, service hosting, and technical demonstrations.

    Problem
    Needed a safe environment to design, test, and showcase infrastructure and software solutions.
    Solution
    Built a production-inspired homelab platform on an HP Mini PC for prototyping, service hosting, and technical demonstrations.
    Technologies
    HP Mini PC · Linux(Debian) · Containers · Automation · Networking · Monitoring · Documentation · Security · VPN
    Role
    Solution designer & implementer
    What I learned
    Testing architectures locally enabled faster cloud deployments and more predictable implementation outcomes.
  2. Cost-Optimized Multi-Agent AI System

    A hierarchical agent architecture that combines coordinator models, delegated sub-agents, and Telegram interaction.

    Problem
    Running advanced AI workflows with large models alone was expensive and inefficient.
    Solution
    Designed a hierarchical agent architecture with Hermes, using a powerful coordinator model and delegated sub-agents for token-intensive workloads. Added Telegram integration for real-world interaction.
    Technologies
    Hermes · OpenClaw · APIs · Telegram · Multi-Agent Systems · Linux
    Role
    AI solution architect & implementer
    What I learned
    Combining orchestration, delegation, and parallel execution greatly improves both cost efficiency and overall system performance.
  3. Home Assistant Data ETL Pipeline to Cloud PostgreSQL

    A Python ETL pipeline that transfers numeric Home Assistant sensor history from a self-hosted PostgreSQL database to a cloud warehouse.

    Problem
    Needed to keep Home Assistant local while making selected historical sensor data available for cloud-based reporting and analysis.
    Solution
    Built a scheduled Python pipeline that extracts new numeric sensor states incrementally, transfers them through an SSH tunnel, and loads a Bronze/Silver/Gold PostgreSQL warehouse with run and step monitoring.
    Technologies
    Python · PostgreSQL · SSH · psycopg · Medallion · Bronze/Silver/Gold · cron
    Role
    Data pipeline designer & implementer
    What I learned
    Incremental boundaries, transaction handling, monitoring, and explicit cleanup make even a small ETL job reliable and recoverable.