Freya Haddad

How AI systems can infer what employees really mean in vague work requests.

Without persistent memory, you must restart setup every session.

Chronic stress selectively impairs memory for facts and experiences.

How ADHD brains freeze under ambiguous pressure, not clear deadlines.

How incomplete data becomes the strategic insights leaders act on.

Retrieval works for lookups, but agents handle the actions your calendar actually needs.

Personal AI needs RAG systems that handle continuous, multimodal data evolving in real time.

Context switching costs knowledge workers up to four hours weekly in lost focus.