Resources & Insights

Engineering notes for governed intelligent automation.

Short public perspectives on the architectural choices behind ILAIOS. These are technical viewpoints, not claims of certification, customer outcomes, or released functionality.

Deterministic execution vs. AI agents

Deterministic mechanisms are preferable when the task can be expressed reliably as rules, checks, or tools. Intelligent capabilities add value where interpretation is needed, but should not erase execution contracts.

Enterprise AI agent security

Agent security starts with identity, bounded permissions, explicit callers and targets, policy enforcement, validation, and evidence—not with prompting alone.

Why control-plane authority matters

Keeping critical authorization and policy in the backend prevents clients and model outputs from silently becoming the source of truth.

Human approval in autonomous systems

Approval is meaningful only when the approver is independent where required, sees enough evidence to decide, and the system can prove which decision authorized the action.