The Challenges of Balancing AI Compliance and Technological Innovations in Critical Sectors: A Systematic Literature Review

The Challenges of Balancing AI Compliance and Technological Innovations in Critical Sectors: A Systematic Literature Review

Source: cs.CY updates on arXiv.org — https://arxiv.org/abs/2606.12423 Date read: 2026-06-13 Connected to: none Escalation: store-only Escalation rationale:

What this is

A systematic literature review synthesizing existing peer-reviewed sources on the tension between AI compliance requirements and innovation velocity in critical infrastructure sectors (healthcare, finance, energy, defense). The work is descriptive and organizational rather than advancing a new theoretical claim or empirical mechanism.

What I took from it

This is a secondary synthesis mapping a perceived conflict rather than modeling the underlying dynamics. The framing assumes compliance and innovation operate as opposing forces—a reasonable observation in applied contexts but one that doesn't isolate why this tension exists at the protocol level, how it varies by sector architecture, or whether it's structural or contingent on current governance design.

For the new nature research agenda, this work could be useful as a landscape map (what problems practitioners report) but doesn't clarify the formal properties of regulatory protocol design that create friction with system adaptation. It confirms that critical infrastructure is a pressure point where protocolized governance meets high-stakes uncertainty, but doesn't advance the mechanics of that collision.

Research connections

• None currently mappable to established laws or active hypotheses in the inventory.

Candidate laws or signals

• CL-2606.12423-1: Regulatory protocols in critical sectors tend to ossify faster than the systems they govern, creating an asymmetry between compliance update cycles and infrastructure redesign cycles. (Candidate only; requires empirical grounding on timescale data.)