George Belton

Automation & Data Platforms

Section

Field Notes

Applied observations on systems, automation, AI use, reporting architecture, and operational judgment.

These notes focus on patterns seen in practice, the system behaviors behind them, and the constraints that matter when decisions have to hold up in real environments.

Current notes

Dataset Isolation

Connector boundary failure, source fidelity, and dataset isolation in AI-assisted workflows.

What belongs here

  • Observed patterns from applied work rather than abstract commentary.
  • System behavior explained in operational terms.
  • Boundaries, constraints, and failure modes that affect reliability.
  • Generalized lessons that preserve confidentiality while remaining useful.

Working Principles

The engineering constraints and decision rules that inform how these notes are interpreted and applied.