c0mpiled-6: AI for Productivity & Research
Overview
Penn State showed up in a big way, treating us to an exceptional night of hacking with over 150 builders and 59 submissions! c0mpiled-6/pennstate was themed around AI for productivity & research, and we saw projects ranging from game theory simulations of agent-to-agent interactions, to rigorous research paper review tools, to screen time apps integrated with Canvas and learning materials.
Reflections
- Good: Effective theme! We saw more creative ideation and better personal connections to problem statements.
- Good: Fruitful collaboration with a university department! They moved fast, provided helpful resources, pulled in tons of talent, and helped judge. (These are the same professors who sent their students all the way to SF for hackathons, so they're clearly doing something right! Shoutout Professor Brad and Professor Ted)
- Bad: Need to give our finalists more guidance on pitches. We set a time limit of 2 minutes, which is super doable but proved challenging. Having a quick workshop to better prepare participants would be worth it.
- Observation: As engineering skills shift (even more) from coding to prompting, orchestrating, and tooling, it would be interesting to test ways of capturing those latter inputs (i.e. Claude Code exports, but better).
- Observation: Skipped the fireside chat this time around. We had limited in-person founders, and I wanted to test jumping straight into building. At past events, participants have been super eager to get started, and engagement was a bit shaky. My questions tended to focus on experiences with hackathons, accelerators, getting started with building — super relevant for students but over-saturated. A great fireside should surface ideas that are completely new to listeners. Will explore!
Judges
In-person:
- Henry Kwon — CTO, Lyra
- Professor Brad Groznik — Professor and Entrepreneur, Penn State
- Professor Ted Graef — Director of Engineering Entrepreneurship, Penn State
Remote:
- Abejith Murali — CEO, Steadwing
- Shaurya Pednekar — Founding Engineer, Undermind
Prizes & Recognition
1st Place ($3,000): DoomScholar
2nd Place ($1,500): Research Rodeo
3rd Place ($500): Wargames
Most Venture-Backable ($800): Web Design Agency
Best First-Timers ($800): Survivors
Lyra Special Track ($100): YJM
Best Hack for Academic Integrity ($800): Pizza Monsters
- Mack Greenlaw-Scully
- Isaiah Manzo-Wendel
All Submissions
adversary
- Description: We built a system that takes a study’s raw data, re-runs it thousands of times with small real-world changes, and shows how often the result falls apart.
- Team: Alieel, Kev
- GitHub: https://github.com/alex645324/compiledhackathonDemo/tree/main
- Video: https://youtu.be/cvTDSAQlaic
AI Career Accelerator
- Description: AI Career Accelerator is an intelligent platform that analyzes your skills and resume to generate tailored, industry-ready projects, builds a personalized roadmap to achieve them, and seamlessly connects you with the right professionals on LinkedIn when you need support.
- Team: Vanisha Gupta, Ashna Thadathil
- GitHub: https://github.com/vanishagupta05/Project-generator-linkden
- Video: https://screenapp.io/app/v/LabtNA1tHF
AstroFlow
- Description: AstroFlow is a full-stack web application that lets researchers describe bioinformatics analyses in natural language and uses an AI agent to automatically plan, execute, monitor, and document Galaxy pipelines end-to-end.
- Team: Julien, Gustavo
- GitHub: https://github.com/Fozitou/AstroFlow
- Video: https://www.youtube.com/watch?v=8sgczfmvcHs
Atom
- Description: I built a combination of Warp (Agentic AI Programming), Claude Code, and Devtools.
- Team: Adam Boudjemaa
- GitHub: https://github.com/mtvadam/autothropic
- Video: https://psu.zoom.us/rec/share/9rOddGC32k9RLBedf0Qe_EEs41EQ_hmmRBcKgPaKnttD81N4peZiSeVkgzI61G52.7l-5Mfw3yvwBZzAi
AtomInfer
- Description: An Agent that turns experimental data into computation-ready atomic structures.
- Team: Anirban Phukan, Nishant Mishra, Nikhil Komalla
- GitHub: https://github.com/nishantaMishra/atomInfer
- Video: https://pennstateoffice365-my.sharepoint.com/:v:/g/personal/nxk5431_psu_edu/IQBhqkfxtd-WSZiakXbHsFgGAeFUHxXpHe4a8KAZfXqXNqs?nav=eyJyZWZlcnJhbEluZm8iOnsicmVmZXJyYWxBcHAiOiJPbmVEcml2ZUZvckJ1c2luZXNzIiwicmVmZXJyYWxBcHBQbGF0Zm9ybSI6IldlYiIsInJlZmVycmFsTW9kZSI6InZpZXciLCJyZWZlcnJhbFZpZXciOiJNeUZpbGVzTGlua0NvcHkifX0&e=hu0I7Q
bvrs
- Description: We built BVRS which is an AI context layer to automatically manage GitHub projects from a Discord chat
- Team: Devin, Pranav
- GitHub: https://github.com/Devin-M5706/bvrs
- Video: https://www.loom.com/share/84628bf83d77489a91cbd5ebbb7b6138
ChatamICooked?
- Description: agentic system
- Team: Vidyut, Abhinav
- GitHub: https://github.com/AbhinavDasari-pennstate/ChatAmICooked.AI_Hackathon
- Video: https://www.loom.com/share/7739ebbefc2a44de82d8cebfe04d0b23
Common Ground
- Description: Common Ground is an AI-facilitated scoping platform that helps non-profit organizations and AI developers finally understand each other, turning vague problems into verified, actionable project plans both sides can commit to.
- Team: Arsh Gupta, Devanshi Gupta, Manit Garg
- GitHub: https://github.com/SinfulSoul007/common-ground
- Video: https://drive.google.com/file/d/1s-RF1AGWgebvSkqHqJvB-NbD5QngLxEN/view?usp=sharing
compscimaxxing
- Description: An AI agent targeted at pharma companies that finds and recommends diverse bio specimens from bio banks in real time based on your study needs to ensure accurate representation.
- Team: Dheetya Karra, Aarti Vishwakarma, Jiya Patel
- GitHub: https://github.com/dheetya/GenAI-Hackathon
- Video: https://www.loom.com/share/a67388840ea24ca99efdd9d09feff027
Curio
- Description: An AI mentor that turns your coursework (or any topic) into personalized, hallucination-proof lessons with built-in social accountability to keep you on track!
- Team: Vedant Misra, Aakash Wagle, Aditya Kotari, Sadia Khan
- GitHub: https://github.com/c0mpiled-6/ai-agentic-teacher
- Video: https://drive.google.com/drive/folders/1E37z5YGjq5-CeNmvfIHONsXAojNcTt-S?usp=sharing
Descrates
- Description: AI Agent converting research paper to code engine
- Team: Dhruv Gupta, Rushil Kakkad, Krishna Pagruth, Arav Jain
- GitHub: https://github.com/dgupt4/rene
- Video: https://express.adobe.com/publishedV2/urn:aaid:sc:VA6C2:0913ef48-b098-4cc8-b2aa-d04a12a7fcb7?promoid=Y69SGM5H&mv=other
Doodle Director
- Description: Doodle and Create stories that you will love, a presentation and story creation tool.
- Team: Devank Yadav
- GitHub: https://github.com/devank-yadav/doodled
- Video: https://www.loom.com/share/ead4bc3e736f4f2fbe9aedfa8bd0f65d
DoomScholar
- Description: We built an app that interrupts doomscrolling with quiz questions, allowing students to be productive, even when scrolling.
- Team: Ajay Narayanan Sridhar, Varad Kshemkalyani, Durva Dev, Britney Wang, Matthew Pun
- GitHub: https://github.com/code-glyph/doomscholar
- Video: https://youtu.be/SnhKhx8lJ4E?si=rmSVTrBUJ4I6NK1g
EchoLab
- Description: A voice-first AI assistant that listens as researchers work in the lab, checks what they're doing against their experiment instructions, and catches mistakes in real time
- Team: Roddy Shakerifar, Harsh Patel
- GitHub: https://github.com/HAPTECH0223/psu_hackathon
- Video: https://streamable.com/r0i5h8
Ethical
- Description: Ethical is a tool that allows researches to improve their workflow and increase the amount of reliable papers that they find while alos improving their own paper's ethicalness.
- Team: Alex Okenczyc
- GitHub: https://github.com/igicode2020/EthicalA
- Video: https://www.loom.com/share/8ccc6576951e46158435cd4f22834b79
FadeThat
- Description: FadeThat is an AI-powered fact-checking tool that takes any article — pasted text or a URL — and returns a full verdict breakdown in seconds.
- Team: Devajsinh Solanki, Varnika Yadav, Vedant Shirvi
- GitHub: https://github.com/Devaj6190/FadeThat
- Video: https://youtube.com/shorts/_3hUlLg_1EU
FARM.AI
- Description: FARM.AI is a web app that gives farmers and land buyers instant soil, climate, and crop analysis for any property, showing them exactly what crops will grow best and how to fund them
- Team: Divyam Arora, Kartavya Suhagiya
- GitHub: https://github.com/DrKat0m/Farm.ai#
- Video: https://www.canva.com/design/DAHCkWDG0iQ/hYgLXfDFuz89Kw_fWNf6Sw/edit?utm_content=DAHCkWDG0iQ&utm_campaign=designshare&utm_medium=link2&utm_source=sharebutton
FlowState
- Description: Smart Auto Index Schedule
- Team: Shreyansh, Manas, Harsh
- GitHub: https://github.com/xyzmr114/hackathon
- Video: https://youtu.be/xhE8i8JqgJE
HablaConmigo
- Description: Language learning apps never cover what really matters: conversational fluency. Using voice models from ElevenLabs, HablosConmigo solves this problem by integrating speaking into the learning process.
- Team: Trivi Sunil
- GitHub: https://github.com/Cloudhoppr/language-coach
- Video: https://www.loom.com/share/2845e2a290934cdb833306c451484d87
HotkeyTagger
- Description: Classify images quickly and easily with keyboard hotkeys
- Team: Jeffrey De Lucca
- GitHub: https://github.com/jad507/HotkeyTagger
- Video: https://www.youtube.com/watch?v=62CccaczzBQ
HUSTLE
- Description: We built a platform to search for gig work, 'side hustles', with specific parameters to support local, affordable work!
- Team: Chloe Rose, Nolan Dean, Youhyun Kim, Devraj Vasdev
- GitHub: https://github.com/jalo0228/Builder-s-Collectivity-Hackathon
- Video: https://www.loom.com/share/d1d2b6f2365846f6aea2cffd4a5985ed
Ideate
- Description: An app that creates a custom design system for companies based on their input.
- Team: Jae Birdsall
- GitHub: https://github.com/JaeMinBird/ideate
- Video: https://youtu.be/o5gv7AYbcTc
Insight Universe
- Description: We built a way to digest any form of information in a way that it categorizes it into concepts and shows how those concepts relate to each other.
- Team: Ahnaf Iftikhar, Charlie Woehr, Keegan Hall
- GitHub: https://github.com/ahnafia/Insight-Universe
- Video: https://www.loom.com/share/55c5a25ad7fb400f9c8ebcaeeb6c7a82
JQ
- Description: We built an AI-powered research visualizer that turns complex research into interactive, audience-specific visual explanations so anyone—from experts to complete beginners—can understand it quickly.
- Team: Huzaifah Fakhrul Anuar, Aqil Nazri
- GitHub: https://github.com/huzaifahfa/files
- Video: https://psu.zoom.us/rec/share/9oYAAlT1qZbRQeLEhVy69MyjevY8AEoNjQyiVNSn-Kld3GEbr74SbuEH8yE6yxuH.q6HqhN7eN0POPKXL?startTime=1772241011000
Lacuna-matata
- Description: A Security research agent that autonomously analyzes attack surfaces, identifies vulnerabilities, exploits them and generates explainable attack paths with thorough reporting.
- Team: Shreyas Challa
- GitHub: https://github.com/shreyas-challa/lacuna
- Video: https://drive.google.com/file/d/1RIqqSX2X9mjEQKQ-F518GviU7elQl6eh/view?usp=sharing
Lance Streuber
- Description: Fully automated web development agency.
- Team: Lance Streuber
- GitHub: https://github.com/lancestreuber/real_compiled_hackathon_lance
- Video: https://www.loom.com/share/904365a4fbc743f3bf5900480261c098
LearnForce
- Description: An Al copilot that speaks to you in voice, providing real-time guidance to eliminate the learning curve of any web platform.
- Team: Madhura, Vishwa, Amartya
- GitHub: https://github.com/CompilePSU/not-named
- Video: https://www.youtube.com/playlist?list=PLA9l_r-qeqpFGD6rq3Z5AvNyzV6f0p06n
Litlens
- Description: We built LitLens, an AI powered research copilot that automatically finds, categorizes, synthesizes, and evaluates academic literature to generate structured literature reviews and provides actionable feedback on the viability of a research proposal.
- Team: Roshan Ravada, Shrujana Vishnu Ram, Pranav Narayanan
- GitHub: https://github.com/buzzpranav/LitLens
- Video: https://youtu.be/8-GzhTmVj78
LitSum
- Description: Literature Review Mapper, to help understand best way to read about a topic from scratch using papers.
- Team: Kamlesh Sawadekar, Ayush Goyal
- GitHub: https://github.com/kasProg/LitSum
- Video: https://www.loom.com/share/136e1c6b02fa49b082aee22bde547131
LUCATAGLE
- Description: A model of the human mouth that prompts the user to make the correct position for a specific sound.
- Team: Julian Tagle, Luca Acharya
- GitHub: https://github.com/Luca200719/Vocalize
- Video: https://www.loom.com/share/0d9fe15a89724dcba57ee339ad89fac4
Meeting Lint
- Description: A real-time AI meeting copilot that transcribes technical discussions and cross-checks them against your codebase documentation to flag factual inaccuracies and feasibility risks as they happen.
- Team: Darshan Chudiwal, Lakshay Piplani, Vedant Sawant
- GitHub: https://github.com/darshan-sc/meeting-lint.git
- Video: https://psu.zoom.us/rec/share/8od8-dE7UiYoz9nY8GVQczV28pFfBR7AZTiOF3VDqZRbQg91tejKWHLfkDrgG2EH.zL62NzbZ1J1VEq7i
P-Hackers
- Description: Built an algorithm that evaluates research papers that claim statistically significant results to ensure they are credible and not p-hacked.
- Team: Kyle Chiem, Nikhil Bandi, Parth Chougule, Nikhil Kotikalapudi
- GitHub: https://github.com/CruidGals/compiled-hackathon
- Video: https://drive.google.com/file/d/1YyZngIv0e_TvRnQerF9ZW9aUNTe-5lnz/view?usp=sharing
PaperTrail
- Description: A platform using AI agents to introduce you to the world of research
- Team: Aaron Almeida, Akshit Kartik
- GitHub: https://github.com/aaaaaron29/c0mpiled-6-Papertrail
- Video: https://www.loom.com/share/edea4fd8741c4167852fe786c97d0868
Pizza Monsters
- Description: Canvas extension that, whenever you click on an assignment, parses the course page and identifies relevant resources pertaining to the assignment and displays them right next to the assignment for easy access.
- Team: Mack Greenlaw-Scully, Isaiah Manzo-Wendel
- GitHub: https://github.com/mgreenlaw10/canvas-assignment-helper
- Video: https://youtu.be/z_nyMLRZZIA?si=qmtq-53jfkJdwNC5
PreMortem
- Description: Market research analysis tool for early stage startups to validate their ideas
- Team: Aviral Bansal, Kashvi Prawal, Swayam Bansal, Harsh Maheshwari
- GitHub: https://www.github.com/swayam-bansal/Prune
- Video: https://www.loom.com/share/30a301bb8d524f40aa855e2a9e68c3a9
ProgRisk AI
- Description: A p
- Team: Ryan, Samanyu Seth, Raamesh Balabhadrapatruni
- GitHub: https://github.com/RaameshB/c0mpiled-psu
- Video: https://github.com/RaameshB/c0mpiled-psu/blob/main/video.mp4
Propelr.ai
- Description: Propelr.ai is an autonomous customer acquisition platform that uses AI to identify and engage high-intent B2B prospects in real time, automating the entire outreach process from lead discovery to personalized first contact without manual effort.
- Team: Robert Dewey, Robert Pitsko, Eric He
- GitHub: https://github.com/RPitskoII/compiled-psu#
- Video: https://www.loom.com/share/1dd2df78172b45a1bddb157583c29d47
ProtoPaper
- Description: ProtoPaper converts research abstracts into structured runnable experiment blueprints including architecture, datasets, hyperparameters, and starter code in seconds.
- Team: Darsh Garg, Aryan Vir, Atharv Mittal, Dhasvanth Muthukumar Gokila
- GitHub: https://github.com/Dhasvanth-mg/papercode.git
- Video: https://www.loom.com/share/4cd457c1a983448f8053bd4a7287a461
PURA
- Description: AI Reliability Layer for Chemical Sensor Deployment
- Team: Edwin Clatus
- GitHub: https://github.com/edwinc3107/pura
- Video: https://www.loom.com/share/8e57a40e7c924ee3bcd2a6d99aac6110
RepoLens
- Description: We built RepoLens, a VS Code extension that takes any GitHub repo, automatically installs and configures all its dependencies in a controlled workspace, runs it for you, explains exactly how it works, answers any questions you have about the codebase, flags potential security risks, and also has an inbuilt CLI, all so you can safely go from zero context to fully running and understanding a project in minutes. Thanks.
- Team: Pulkit Handa, Rishi Raj, Tejas Singhal
- GitHub: https://github.com/blackspider-ops/RepoLens
- Video: https://docs.google.com/document/d/1TVdQpWI0xfzmQcWv5MMKPqazv-1scDbhpo13hfVAG0Y/edit?usp=sharing
Research Rodeo
- Description: A fun and intuitive way to go down rabbit holes or discovery
- Team: Pranav Karra
- GitHub: https://github.com/Pranav-Karra-3301/research.rodeo
- Video: https://research.rodeo/video
Research-Navigator
- Description: ResearchNavigator maps the white space of science, showing researchers not what's been studied, but what hasn't, who should study it, and how to fund it.
- Team: Harshim Kaur Saluja
- GitHub: https://github.com/harshim1/Agent-Native-Literature-Review
- Video: https://www.loom.com/share/cf372efd4b4e4285929cb1478483ac62
Resify
- Description: OpenClaw for Research checking
- Team: Rishit Rai, Yash Patil, Deekshith Reddy
- GitHub: https://github.com/RishitRai/Resify
RippleJourney
- Description: A roadmap generator
- Team: Benjamin Park
- GitHub: https://github.com/GraphoLogiCode/RippleJourney
- Video: https://youtu.be/xbzLEQBVxqM
Rushi Patel
- Description: Thesis Ledger is a compliance-first investment decision journal that captures portfolio managers' theses, structures them with AI, validates them against tokenized SEC regulations with specific rule citations, and stores every action in a cryptographic hash chain that auditors can independently verify — turning the messy, scattered process of hedge fund recordkeeping into an immutable, regulator-ready audit trail.
- Team: Rushi Patel
- GitHub: https://github.com/Baburaoooo/hacking--HEDGE-FUNDS-VC
- Video: https://psu.mediaspace.kaltura.com/media/1_wj7x2by7
Seallybus
- Description: Seallybus - Upload your syllabus and the program links you to YouTube videos, problem sets, and other resources--you can also ask any questions and get homework help.
- Team: Matt McCartney, Thomas Askharoun, Jack Mussoline, David Sepko
- GitHub: https://github.com/askharoun/c0mpiled-pennstate
- Video: https://youtu.be/h0ijUh379eI
Sketched
- Description: We built a camera utilizing text transposer using LLMs and APIs.
- Team: Eshaan Arakoni, Anantha Krishnan
- GitHub: https://github.com/EArakoni/c0mpiled-6hackathon
- Video: https://youtu.be/7SEb-j2XUts
Socratic Tutor
- Description: An AI powered platform for instructors to generate lessons for any subject or level
- Team: Logan Newell, Jacob Cherry
- GitHub: https://github.com/jtcherry26-ops/hackthon_Guided_Ai_Learning
- Video: https://www.loom.com/share/6fb7bedca7fd4311ac8dd29dd96e36b7
Survivors
- Description: HealEd translates cutting-edge medical research papers into plain English, giving everyday patients clear treatment insights, keeping them up to date on the research about their conditions, and giving the right questions to ask their doctor.
- Team: Jiya Patel, Rachael Wilson
- GitHub: https://github.com/jfp5939/ConfusionDetector
- Video: https://drive.google.com/file/d/1LvQvleiELxbdAQJNSW4iEBGEPTpqVH0G/view?usp=sharing
Synthesis
- Description: You've heard of vibe coding, how about vibe researching?
- Team: Pranav Ramesh, Taranveer Flora
- GitHub: https://github.com/Laphatize/synthesis
- Video: https://www.loom.com/share/7ea532bb005744aca257d4e485e25071
Taazify
- Description: Taazify turns grocery receipts into a real-time freshness tracking system that reduces food waste and improves food safety.
- Team: Sharique Khatri, Dhruma Patel
- GitHub: https://github.com/sharique2004/Taazify
- Video: https://www.loom.com/share/df7bca4a5d914ed883778f74d8a23026
Team Nova
- Description: An smart Ai home assitant
- Team: Rishabh Sai, Vrishn Viswa
- GitHub: https://github.com/rishabhsai/viwobot
- Video: https://youtu.be/5cyyKsG0Rc8
Trainlane
- Description: We built a platform that lets developers launch AI training jobs with a simple Python SDK, automatically runs them in containerized cloud environments, and streams logs and metrics to a live dashboard in real time.
- Team: Zachary Walnock, Aravind Turga
- GitHub: https://github.com/ZachWalnock/expkit
- Video: https://www.loom.com/share/6a06c2ea00c04f319e273468e7108fbd
Trajectory
- Description: We built Trajectory — a full‑stack web app that analyzes a student’s major, resume, and a job posting to produce AI‑optimized semester roadmaps, prerequisite graphs, skill‑gap fixes with linked learning resources, job‑readiness scores, and tailored resume highlights using Penn State course data.
- Team: Anant Patel, Anusha Agarwal
- GitHub: https://github.com/anantp1910/Trajectory-AI-Career-and-Curriculum-Copilot.git
- Video: https://youtu.be/FluNkoAJzHQ
Unemployed Bums
- Description: Resume optimizer according to job description
- Team: Jack Sangl, Ryan O'Connor
- GitHub: https://github.com/jacksangl/hackathon
- Video: https://drive.google.com/file/d/1GfFH3dB82lgmWR-CInaivmVJ9x2uN2-F/view?usp=sharing
UniPath
- Description: UniPath helps students to create their schedules from orientation to graduation based off your major, double major, and minor requirements!
- Team: Akerke Tungatarova, Nyika Wachira, Aaren Pan
- GitHub: https://github.com/akerkesh/unipath
- Video: https://www.loom.com/share/3c8099dd4e1f44d2ac148e9756799b33
Waltr
- Description: Waltr is a math tutor that uses OCR and AI to analyze your handwritten work and guide you toward the solution through hints and explanations rather than just giving you the answer, all read aloud via text-to-speech.
- Team: Quinn Lindsey, Jeremy Chernin
- GitHub: https://github.com/jchernin4/waltr_c0mpiled-6
- Video: https://drive.google.com/file/d/1UxspoLibQEt1A6wNvinENQD9uZPevqss/view?usp=sharing
Wargames
- Description: Wargames game theory with ai agents
- Team: Parth Kshirsagar
- GitHub: https://github.com/Parth12358/Compiled6-wargames
- Video: https://www.loom.com/share/3c1d2a552fbb44028c11af3d7545b055
YJM
- Description: AI-Powered Group Study Optimizer that decides what to do with real time feedback
- Team: Yash Patel, Jack Qin, Matthew Thomas
- GitHub: https://github.com/JackQinPSU/SyncStudy
- Video: https://drive.google.com/drive/folders/1KkMXlqBQ-3VUnj3maZcKh8ZoRmqvOPpS?usp=drive_link