I'm a software designer working on AI research with UC San Diego and applied ML at the University of Kentucky.

I'm broadly interested in programming interfaces and languages, with past experiences in urban sociology, human-computer interaction, and computational social science.

Blog

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Conjectures

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Work

Self Adjoint Operator
Design Engineer
2025 — 2026

Capital One
Software Engineer
2023 — 2026

Columbia University
REU Participant
2022

Progressive Turnout Project
Field Representative
2020

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Independent + New Grad Work

Prototypes

Convoy v1.5 Node canvas for data wrangling 2026
Daydream AI Mermaid diagrams from code 2026
Envisiage Inline AI with anchored annotations 2026
Catalyst Pointillist photo editor 2026
Convoy Node canvas editor + Datawrapper export 2026
Palestra In-context Q&A on AI codebases 2025
Rerank Summarization models for text annotation 2025
Perceptor CLI assistant for building software 2025
Scrutinize Human-centered annotation on essays 2025
Specter Ephemeral AI for writing 2025
Meta Measure Claude rates cross-discipline ideas 2025
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Experiments

Chaperone Live, data-derived schema feedback 2026
Conjure Code Repo viz with aperture-style UX 2026
CoupView POC global illegal-leader turnover map 2026
Transparent LLMs build UIs and explain code 2026
Form Malleable notes + codegen snippets 2026
GraphQL Scraper Stargazer data for agentic repos 2025
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Research

They Aren't Vibing: How Experienced Developers Use AI Agents
Ruanqianqian (Lisa) Huang, Avery Reyna, Sorin Lerner, Haijun Xia, Brian Hempel
Submitted

Professional Software Developers Don't Vibe, They Control: AI Agent Use for Coding in 2025
Ruanqianqian (Lisa) Huang, Avery Reyna, Sorin Lerner, Haijun Xia, Brian Hempel
Preprint

Industry

Metrics Playground Teaching engineers agentic coding 2025
Admin Metrics Dashboard In-house heartbeat monitoring solution 2025
ILM Portal Lifecycle for custom authorization plugins 2024
File Upload Tool Native content verifier upgrade 2024
Penetration Test Checklists Rendering simulated cyberattacks 2024
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Media

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Resources

SWE Positions Resumé 2024 — 2025
TDP Resumé 2024 — 2025
Recurse Center Essays Essay 2024 — 2025
CV Master's Application 2024
Merrimack Personal Statement Master's Application 2024
Georgia Tech Essays Master's Application 2024
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Undergraduate Work

Papers

Help Supporters: Exploring the Design Space of Assistive Technologies to Support Face-to-Face Help Between Blind and Sighted Strangers
Yuanyang Teng, Connor Courtien, David Angel Rios, Yves M Tseng, Jacqueline Gibson, Maryam Aziz, Avery Reyna, Rajan Vaish, Brian A Smith
CHI 2024

Understanding Blind and Low Vision Users' Attitudes Towards Spatial Interactions in Desktop Screen Readers
Arnavi Chheda-Kothary, David A Rios, Kynnedy Simone Smith, Avery Reyna, Cecilia Zhang, Brian A Smith
ASSETS 2023

Public Scholarship

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Projects

CoupCast
ML + REIGN for likely coups
PickupPlaylist
Video recommendations with BART
KH Admin Tool
Hackathon scheduler for events
MOSafely
Dashboard for online safety

Industry

Fundraising Redesign UI overhaul on internal data platform 2023
Donation Patterns Logistic regression models for donation volume 2021

Presentations

Cartographic Limits and Interdisciplinary Science: Maps and Mathematics in Pursuit of Social Justice
Avery Reyna, Alexis Wood, Aya Konishi, David Retchless, and Jim Thatcher
NACIS '22

Legacies of Instability: Military Coups and Regime Consolidation in the Modern World
Avery Reyna and Jonathan Powell
ISA South '22

Applied Machine Learning to Detect Risk of Illegal Leadership Turnover
Avery Reyna and Jonathan Powell
UCF Summer Undergraduate Research Poster Showcase '22

Comparative Analysis between TextRank and LexRank: Testing Perceived Utility of Text Summarization Models for Data Annotators
Avery Reyna, Ashwaq Soubai, and Pamela Wisniewski
UCF Student Research Week '22

Adolescent Online Safety: Expanding the Knowledge Base and Developing Machine Learning Algorithms
Carlson Sharpless, Pallavi Dacre, Komila Khamidova, Avery Reyna, Abdulrahman Sumaih, Christian Lozano, Afsaneh Razi, Ashwaq Soubai, and Pamela Wisniewski
UCF Student Research Week '21

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Internships

I worked at: PMBF Program, UNA-Orlando, BallotReady, The COVID-19 Tracking Project, Main Street One, Council on Foreign Relations, The Hub Project, Swing Left, New America, ActBlue, KRC Research, and ActBlue Technical Services.

Service

Knight Hacks
Director of Workshops → UX Research
2021 — 2023

UCF Office of Undergraduate Research
Student Leader
2021 — 2022

NextGen America
Digital Organizer
2020

Organizing Together 2020
Digital Organizer
2020

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Teaching

SYO 3530: Social Power & Inequality
Fall 2020

Media

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Resources

CODA New Grad Resumé 2022 — 2023
Predoc Positions New Grad Resumé 2022 — 2023
UX Research Positions New Grad Resumé 2022 — 2023
ActBlue Internship Cover Letter 2021 — 2023
KRC Research Internship Cover Letter 2021 — 2023
New America Internship Cover Letter 2021 — 2023
The Hub Project Internship Cover Letter 2021 — 2023
SMED REU REU Essay 2021
The SPEC Lab REU Essay 2021
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