Rahulraj P V

I build machines that watch, listen and decide for themselves.

Right now I am at the Creative Computing Institute, University of the Arts London, working with Professor Tim Smith on how people look at the world and how a machine can learn to look back.

Before this I built Madhuri, one of the first campus radio stations run entirely by AI, and Gradient, a newsroom where AI agents research, write and present the bulletin on their own.

Creative technologistKerala to London

Artificial Viewer a multimodal project with Professor Tim Smith Creative Computing Institute, University of the Arts London

loading

The pitute feed: a research timeline, a calendar of deadlines, and an agent that watches your field.

The pitute feed, as it runs. Scroll the screen.

The shoo shoo sign up: a username, a password, your name, and where you are.

madhuri

off

A 1950s wooden valve radio with two knobs and five keys
A wooden 1970s television set
on
vol

Research

Computational models of how audiences watch films

I study how audiences perceive, interpret and remember cinematic media, combining computational perception models, narrative structure analysis and interactive media systems to understand how films guide attention, emotion and interpretation.

I treat attention as a perceptual mechanism and trust as a higher level interpretive judgement, and study how computational media systems shape the relationship between the two. The long term goal is artificial systems that can watch a film, find the narrative structure in it, and model viewer engagement the way a human audience does.

Systems

Built as research instruments

  1. 2025 to 2026

    SPECT

    Computational spectatorship modelling. The perception pipeline that predicts where attention settles in a shot and how it moves between faces across it.

  2. 2025 to 2026

    3D MSPI attention visualisation

    A pipeline for showing predicted attention over a moving image.

  3. 2023 to 2026

    Narrative DNA

    Reading a screenplay the way you would read a sequence: phases, sub genre transitions and structural patterns.

  4. 2025 to 2026

    Gradient.ai

    Autonomous news intelligence and trust.

  5. 2025 to 2026

    ShadowStage

    Computational Tholpavakkoothu. Joint based motion grammars and semantic light control for a living shadow ritual.

  6. 2026

    DinoSynthesis

    Hypothetical dinosaur vocalisations by phylogenetic VAE GAN interpolation. Presented at UAL and CHEAD.

  7. 2026

    pitute

    A network for researchers. It surfaces people by the work they do, so that opportunity reaches talent wherever it happens to be, rather than only where someone already knows to look.

    pitute

  8. 2024 to 2025

    Multimodal viewer engagement analysis

    Facial emotion recognition, blink rate detection and engagement curves synchronised to a film timeline.

  9. 2025

    JOY

    A privacy first multimodal companion, kept local where the model budget allows.

Creative work

Films, music videos, documentary

Directing and writing came before the research, and they are where the interest in narrative structure started. Around fifteen short films, advertisements and music videos, in direction, assistant direction, editing and technical production.

  1. Director

    Silent Spring

    A Malayalam music video. A love story told from inside an introvert's head, shot under Section 144 during the COVID lockdown, with the production worked out remotely.

    • Quarter finalist, WideScreen Film and Music Video Festival
    • Selected for Amazon Prime UK publishing
    • Lift-Off Filmmaker Sessions, September to October 2022
    • Student World Impact Film Festival, New York

    Worth Watch Music Video, UnniVlogs Covered on regional news

  2. Director

    How Colors are Made

    A public service film and mobile short, after a line from Rachel Houston, arguing for gender as a social construct and for the diversity that follows from it.

    • Lift-Off Filmmaker Sessions, August to November 2022
    • First Time Filmmaker Sessions
    • Student World Impact Film Festival, New York
    • Best Ad Film, Kannur University Media Fest Ad Astra
  3. Director’s cut

    SKYLAB, Sleepless Nights

    A documentary on NASA's first space station, from its launch in 1973 through its missions to the night in 1979 when it came apart in the atmosphere.

  4. Director

    Akam

    Short film.

  5. Director

    Revel Jewellers

    Television advertisement.

  6. Assistant director

    Revival

    A musical documentary on the Kerala floods of 2018, and on what held afterwards.

Screenplay and camp

Publications

Published and under review

Peer reviewed

  1. Monetize the Dual: A Data Analytic Approach for Native Language and Prequel Movie Popularity Analysis

    Rahulraj P V, Sanil J, Anoop V S, Asharaf S. ICDAI, Springer, 2023.

    Springer

    Predicting film popularity from linguistic origin and franchise lineage across multiple data streams.

Under review

  1. Narrative DNA: DNA Sequence Inspired AI Driven Analysis of Narrative Dynamics in Movie Scripts

    Rahulraj P V, Sanil J, Anoop V S, Asharaf S. SCSMI, 2026.

Earlier, in physics and education

  1. Changes in Atmospheric Air Quality in the Wake of a Lockdown Related to COVID 19 in Kerala

    Rahulraj P V, Antony E. IJAES, 2022.

    ResearchGate
  2. Influence of AI in Education System

    Rahulraj P V, Antony E. TNOU, 2022.

    ResearchGate

Experience

Where the work has been

  1. Dec 2024 to Sept 2025

    AI Research and Development Engineer, Digital University Kerala

    Multimodal AI systems across language models, computer vision and AI assisted verification. LLM pipelines, multi agent workflows and retrieval augmented architectures.

  2. Jul 2024 to Sept 2025

    Co founder, KnowLumi

    An education platform built around adaptive interview simulation. Designed and deployed a multi agent AI interviewer.

  3. Jun to Sept 2025

    AI Academic Tutor, ASAP Kerala

    Teaching AI, Python, machine learning and computational thinking.

  4. Jul to Dec 2023

    Research Intern, IIM Kozhikode

    Language models and enterprise information systems.

  5. Apr to Jun 2021

    Research Intern, CSIR National Physical Laboratory, New Delhi

    Atmospheric analysis on NASA AERONET data.

  6. 2018 to now

    Teaching, and the film set

    More than 2,000 students mentored in physics and mathematics. Around 15 short films, advertisements and music videos, in assistant direction, editing support and technical production.

Education

Physics, then AI, then film

  1. 2025 to now

    MRes Creative Computing, Creative Computing Institute, UAL

    On a competitive scholarship of twenty five thousand pounds. Computational media, cinematic perception, narrative intelligence, multimodal AI.

  2. 2022 to 2024

    MTech Computer Science and Engineering, AI, Digital University Kerala

    Outstanding Student Award for the batch.

  3. 2021 to 2022

    PG Diploma, Data Science and Analytics, Kannur University

  4. 2019 to 2021

    MSc Physics, Kannur University

Talks and awards

Recognition

Invited talks

  1. 2026

    The Mathematics of Cinema: Patterns, Structure, and Perception in Film

    Visiting lecturer, Creative Computing Institute, UAL.

  2. 2026

    DinoSynthesis: Generative Paleo Acoustics via Phylogenetic VAE GAN

    UAL and CHEAD Generative AI Event, London.

  3. 2026

    AI and Industry 4.0 Tools for Innovators and Entrepreneurs

    Workshop, Digital University Kerala.

Awards

Contact

Say hello

I am glad to talk about computational perception, narrative structure, AI mediated media, or anything sitting between them. Open to research collaboration and PhD conversations.

rahulrajpvr7d.here@gmail.com

LinkedIn GitHub Medium Instagram X Research portfolio

London. Computational media and perception research.
Dinosaur model Baryonyx Indominus Rex hybrid thing by Absolute spino, CC BY 4.0.

Elsewhere

Three rooms

The work splits three ways, so the sites do too.