Inspiration

Our inspiration came from noticing how many people struggled with existing tools that were either too complex or too limited. We wanted to build something simple, intuitive, and genuinely helpful—something we ourselves would enjoy using. The idea started as a small spark during a brainstorming session and quickly grew as we realized how impactful it could be.

What it does

Untitled is a tool designed to streamline everyday tasks by combining clarity, automation, and smart decision-making. It helps users accomplish more with fewer steps, offering an interface that adapts to their needs. Whether it’s organizing information, analyzing inputs, or generating insights, the project focuses on reducing friction and increasing productivity.

How we built it

We built Untitled in several phases:

Ideation & Planning: We mapped user needs, identified core features, and drafted an initial architecture.

Development: Using a combination of modern frameworks and APIs, we built the backend logic and connected it to a clean, responsive frontend.

Iteration: After the minimum viable version worked end-to-end, we tested, refined, and optimized each component.

Polish & Deployment: We added quality-of-life improvements, improved performance, and prepared the project for real-world use.

Along the way, we applied math-driven logic such as simple cost optimization, including expressions like

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∑ 𝑖 ∣ desired 𝑖 − output 𝑖 ∣ , J= i ∑ ​

∣desired i ​

−output i ​

∣,

Challenges we ran into

Feature Creep: Deciding what not to build was harder than expected.

Integration Issues: Some third-party tools didn’t behave as documented, forcing us to reverse-engineer workarounds.

Time Constraints: Balancing experimentation with deliverable deadlines required constant prioritization.

Optimization Problems: We had to repeatedly revisit architecture decisions to keep performance smooth.

Accomplishments that we're proud of

Building a fully functional prototype that felt polished and dependable

Designing a user experience that people immediately understood

Solving tricky bugs that initially seemed impossible

Collaborating effectively and documenting everything clearly

Creating a foundation that can grow well beyond the hackathon

What we learned

We learned how valuable rapid iteration is—small improvements add up quickly. We also deepened our knowledge of:

Modular architecture design

Efficient collaboration and branching strategies

Mathematical reasoning for decision logic

Testing early and often

Prioritizing user experience over technical novelty

Most importantly, we learned that constraints spark creativity

What's next for Untitled

We have a long list of ideas:

Adding more intelligent automation features

Expanding compatibility with more platforms and workflows

Improving performance with smarter caching and lighter components

Conducting user testing to guide the next iteration

Exploring a more customizable interface

Preparing a version suitable for public release

Untitled is just getting started—there’s a lot of potential ahead.

Built With

• airflow
• or
• python