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ethanharianto edited this page Apr 27, 2026 · 6 revisions

Welcome to the spr26-Team-6 wiki! Our official team name is BAGEA, an anagram of our first initials!

Team Logo

Team Music: Self-Aware by Temper City

Synopsis of Project: The current government contracting landscape is defined by a bureaucratic barrier. We will implement Enterprise Idea #3, which highlights how the sector is currently a labyrinth of dense PDFs and complex compliance hurdles. This allows large firms to hold a natural monopoly with dedicated proposal teams and deep understandings of contract bidding systems, essentially locking out smaller, agile innovators who do not have the manpower or resources to sift through thousands of pages. Our project will aim to democratize access to government contracts by building an automated sourcing and a feasibility synthesis engine. Instead of a manual review process, our platform will use an LLM with Retrieval-Augmented Generation to scan daily postings from SAM.gov to automatically match a contractor’s specific capabilities against the requirements of new bids. Our system will provide a "compatibility score”, create a short summary of work required, matching past work and current capabilities, allowing smaller firms to compete with established firms without the overhead of full-time bid-writing staff teams.

Team Member Matrix:

Member Photo Skills Personal Traits Desired Growth Weaknesses Email
Grace Grace_Jin Systems, C++, System Design Likes taking breaks, Works in bursts, Organized Practical SWE, Learning OCAML Sleepy, Hungry, Would do anything for cats gracejxq@stanford.edu
Ethan Ethan Picture Full-stack, Mobile, Python Disciplined, Curious Better documentation, Communication Will do anything for food/caffeine ethanhhr@stanford.edu
Isabella Headshot Crop AI, Theory, Strategy Organized, Always hungry Better sleep schedule Late bedtimes, Programming leeij@stanford.edu
Andrew Andrew_PIC Team facilitation, ML, Systems Willing to suffer Programming Programming, Sleep Schedule andrewxz@stanford.edu
Aliyan Applied AI, SWE Learning, Exploring new ideas Starting and finishing a project Consistency, Discipline aliyan@stanford.edu

Links for team communication: Please see the team member matrix for email addresses. The Slack channel is available at https://app.slack.com/client/E7SAV7LAD/C0AR0PK6CFM?_gl=1*ocofpn*_gcl_au*MTg0NjMzNjU0Ni4xNzcwOTM0NTc0Ljc3NzE1NTE4My4xNzcwOTM2NjE0LjE3NzA5MzY2MTQ.

Our README.MD file is also available in this repository. You can also view our benchmarking and brainstorming session notes in our wiki.

Engineering: System Architecture and the Frontend Implementation Plan document GitHub Issues #13#15 and the as-built web/ dashboard. All engineering docs for this area stay in the wiki (the repo keeps only code and web/README.md runbook).

This sidebar holds our most important pages relevant to our project. Current pages include:

  1. Brainstorming and Needfinding
  2. Proof of Life
  3. Potential New Features
  4. PRD
  5. Customer Discovery Summary
  6. System Architecture
  7. Frontend Implementation Plan
  8. Measure for Success: OKRs and KPIs
  9. Midpoint Test Plan
  10. Midpoint Review of Work

Please note: Our fun pages are included below in order to reduce clutter.

  1. Cats
  2. AGI

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