Data Engineering

THE MOST CRITICAL FEATURE FOR HODGES & FOOSHEE REALTY. Ultimate distressed property intelligence system tracking 22 distress signals across financial, life event, property, legal, and market categories. Self-improving AI that monitors performance, spawns specialized skills to fix bottlenecks, runs A/B tests, and continuously optimizes lead conversion. This is the game-changer that finds homeowners in crisis BEFORE anyone else does. Use for ALL lead generation tasks, pipeline optimization, multi-source data ingestion, and automated lead intelligence.

AI-powered CI Gatekeeper Agent that enforces observability standards in CI/CD pipelines. Use when: (1) Generating GitHub Actions/Jenkins pipelines for observability gates, (2) Configuring progressive enforcement policies, (3) Validating schema compatibility in CI, (4) Generating gate status reports. Triggers: "create observability gate", "configure CI enforcement", "generate gate policy", "check observability compliance".

Orchestrate the SFH-OS fractal horn design pipeline. Use when the user wants todesign a horn, run the full pipeline, manage iterations, or resolve conflictsbetween acoustic and manufacturing requirements. This is the master skill thatcoordinates AG-GEN, AG-SIM, AG-MFG, AG-QA, and AG-VIZ sub-agents.

World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka, and modern data stack. Includes data modeling, pipeline orchestration, data quality, and DataOps. Use when designing data architectures, building data pipelines, optimizing data workflows, or implementing data governance.

Jenkins, GitHub Actions, GitLab CI, and automated data pipeline deployment