DashFlock
Your personal and super cute finance dashboard powered by an on-device LLM. Smart, private, fast, cute — it classifies your expenses automatically so you never lose track on how you wasted your monney.



What's DashFlock?
A personal finance dashboard that thinks for itself unlike a sheep. Built in 48 hours, powered by a local LLM, and designed to make sense of your spending without snooping on it.
On-Device LLM
All AI inference runs locally on your device. Your financial data never leaves your machine — ever.
100% Private
No cloud, no subscriptions, no data harvesting. Just a penguin and a sheep keeping your secrets safe.
Auto Classification
Import a bank statement and watch DashFlock instantly sort groceries, rent, coffee addiction, and more.
Fuel Cost: 47 Coffees
That's how many cups it took to build this. Worth every sip.
First Place Winner
After 48 hours of intense coding, countless debates, and a few existential crises — we shipped DashFlock. Turns out we were the only team participating, but we'd like to think we would have won anyway.
The Problem
People spend hours manually categorizing expenses. Apps sell your data to advertisers. Cloud solutions create privacy risks. What if your financial AI never left your device?
Our Solution
DashFlock runs a local LLM right on your device to understand and classify transactions automatically. No servers. No data sharing. Just you, your finances, and a very helpful penguin and sheep.
Tech Stack
The Journey
48 hours of chaos, compressed into the highlights.
The Vision
Bao drew a product roadmap on a napkin. It had 47 features. Nicolas immediately found a bug in the napkin.
Talias Summons the LLM
Talias spent 2 hours configuring the on-device model, then fell asleep on the keyboard. The model actually trained better.
Luis Disappears
Luis vanished for 45 minutes. He returned with 4 espressos and a working ML pipeline. No one asked questions.
The Dark Hours
Nicolas found 12 bugs at 4am and fixed them all silently. Anne re-designed the entire UI in the same window. Somehow it worked.
The Demo Breaks
Five minutes before the practice demo, the LLM classified a grocery receipt as 'Rocket Science'. Talias blamed the training data. The cat was not wrong.
Champions (uncontested)
We presented DashFlock to a panel of judges. We were also the only team. Bao gave an acceptance speech. It was two minutes long. There was applause.
Meet the Flock
The brilliant (and slightly sleep-deprived) minds behind DashFlock. One cat snuck in, but we kept them.


