Insights
Ideas, frameworks, and reflections shaping ethical AI-Integration practices.
AIRP (AI-Integrated Reflective Practice)
AIRP is
is a layered ethical framework that defines how human judgment and professional boundaries are held intact in AI-integrated environments.
It establishes the conditions under which reflective practice can remain central, rather than displaced, when technology scales.
(ARP) Analytical Reflective Practice
ARP describes the reflective cycle that operates within the AIRP framework.
It supports intentional pauses in AI-assisted work by orienting professionals toward context, meaning, and boundary protection before action is taken. l
Micro-ARP
MIcro-ARP captures the moment-level application of reflective practice at real decision points
It surfaces the ethical and cognitive considerations that arise during analysis, prediction, and implementation while preserving the reflective loop that allows for reassessing and grounding.
Insights in Practice
How Aluma's framework shows up in writing, research, and public conversations