Parsons School of Design
BFA Communication Design
Thesis 2026

DocuBlock
Sagar Subramaniam

What if designers could see and manipulate the structural instructions that shape the behavior of large language models?

DocuBlock is a visual design tool that makes the hidden architecture of system prompts visible and editable. Instead of treating prompts as long, opaque blocks of text, the tool breaks them into modular instruction units such as personas, rules, logical processes, and formatting. These blocks can be arranged, connected, and revised on a shared canvas. By exposing this structure, DocuBlock allows designers to construct, analyze, and modify the instructions that guide how a language model responds.

The project responds to a growing tension within contemporary design practice. Large language models are increasingly integrated into writing, research, and content workflows, yet the mechanisms and system prompts that shape their outputs remain largely inaccessible. As a result, designers often interact with these systems through trial and error, repeatedly adjusting prompts without understanding why small changes produce inconsistent results.

This opacity creates a design challenge. Designers are trained to think in terms of systems, including structure, hierarchy, and constraints, yet the structural layer governing language model behavior is rarely visible to them.

By reframing system prompts as modular design components, DocuBlock transforms prompting from an experimental activity into an intentional design process. It enables designers to more deliberately shape model behavior while improving transparency, consistency, and accountability in language model driven products.

Gabriella Acquafredda

Aarushi Agiwal

Ketana Anekar

Lizelle Bacolod

Katie Bae

Ishika Bhatia

Kuhoo Bhatnagar

Disha Bijlani

Sofia Blinova

Emily Budiman

Ethan Camarillo

Karsyn Cardoza

Danielle Casado

Yeonseo Chae

Chetsuda Chalermwat

Elida Chen

Jiaxin Chen

Jia Choi

Sungmin Chun

Christine Chung

Jennifer Chung

Chase Coury

Rosa de Vera

Sophia Dombrowski

Moe Ebii

Joaquin Echeverry Braver

Daphne Flaten

Jordan Fong

Fionna Furtado

Lorena Gama

Hyning Gan

Evelyn Gardner

Ana Grynberg

Isabella Gucci Primo

Taiming Gui

Gloria Guo

Jeannie Han

Bernadine Hand

Kyle Hao

Quhan He

Yue Hu

Anderson Huynh

Sasha Ioffe

Seoyun Jang

Yiwan Ji

JoJo Jiang

Nio Jin

Rae Johnsen

Rohan Kadakia

Sahara Kalafchi

Abigail Kalman

Alyssa Kang

Kayla Keung

Hyerin Kim

Marcus Kim

Min Kim

Seo Yeon Kelly Kim

Young Kim

Carrie Kuo

Vanessa Kwok

Hyewon Lee

Isabel Lee

Jennifer Yejin Lee

Jia Lee

Katelyn Lee

Sumi Lee

Jamie Leong

Aleksandra Levochka

Kevin Li

Ruowen Li

Xinyun Li

Alex Liao

Amanda Lien

Ruotong Lin

Jen Liu

Brianna Lou

Cheryl (Ruichen) Ma

Yuehan Ma

Maryana Malashkina

Neha Marina

James McLaughlin

Anoushka Mishra

Yomna Mohamed

Jake Morosini

Sarah Muller

Hyein Brooklyn Na

Elin Nakayama

Aarav Narain

Damla Ozturk

Ashley Panichapat

Jade Park

Amber Pjongluck

Adèle Plard

Jacqueline Pramana

Charlotte Quintero

Sai Vaishnavi Ramachandran

Lavanya Ranjan

Raina Redcross

Nastasia Remsha

Laila Roberts

Cameron Sardo

Ishita Saxena

Faye Schwarz

April Seo

Niva Shah

Sara Shaikh

Rhea Sharma

Kashvi Shervegar

Jenna Shon

Divyani Singh

Esther Sohn

Aarthika Solayappan

Hannah Song

Laura Sonzini

Melody Su

Sagar Subramaniam

Emily Sun

Meera Sunil

Séa Tanaka

Kelvin Thar

Nisha Tiangratanakul

Jordan Trimble

Alex Vitek

Hong Bao Ngoc Vu

Qiyu Wang

Tianna Wang

Jongeon (James) Wee

Luiza Whately

Christie Wong

Mark Wong

Sabrina Wu

Annie Danning Xu

Emily Yao

Jiajin Ye

Linsay Yin

Vivian Zhan

Tianyu Zhang

Youjun Zhang

Andy Zhao

Qiwen Zhao

Amanda Zheng

Hao Zheng

Mengxue Zhong

Eric Zhu

Hansi Zhu

Joanna Zhu

Xiaowei Zhu