Rules, RPA, ML, LLMs, and Agents: The Decision Ladder

A practical decision ladder for choosing between rules, RPA, traditional machine learning, LLM workflows, and agent-like systems.

April 23, 2026 · 7 min · Michelle
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Snapshot, Then Solve: InfraMind’s Playbook for Mission‑Critical GUI Automation

Why this paper matters (for operators, not just researchers) Industrial control stacks (think data center DCIM, grids, water, rail) are hostile terrain for “general” GUI agents: custom widgets, nested hierarchies, air‑gapped deployment, and actions that can actually break things. InfraMind proposes a pragmatic agentic recipe that acknowledges these constraints and designs for them. The result is a system that learns an interface before it tries to use it, then executes with auditability and guardrails. ...

October 1, 2025 · 5 min · Zelina