Shakil Imtiaz

Digital mental health interventions (DMHIs) offer scalable support, but ensuring they accurately detect users' intent during volatile situations can be challenging. Pure parametric Large Language models (LLMs) do not contain specific safety critical architecture, and can miss critical cues, or hallucinate, undermining reliability.

Through the long standing queues of history and parenthood, humankind has paradoxically always returned to the sufficiently fine tuned accords of art and music. Not to be confused with recent standards of our spotify playlists; To be or not to be, is not the question. In through the annals of time, us species of sinewy ligaments and obnoxious snoring habits have proved time and again that we are quite magnificently - a peculiar type.