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iOS App, Health/2026/In development

Dash

Say what you ate. Dash does the counting.

RoleDesign, iOS, backend
TeamSolo · The Divergent Company
TimelineShellHacks 2026 → ongoing
StackSwiftUI · Foundation Models · SpeechAnalyzer · Vision · FastAPI · Postgres · TimescaleDB · Gemini · ElevenLabs
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Overview

Foodloggingasksforprecisionattheexactmomentlifeishappening.Dashstartswithwhatyoucanremember.

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ways to log, none of them required

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lab-measured USDA foods, ranked locally

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Swift test cases, many named after real bugs

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streaks to break

01

The bet

Research on dietary self-monitoring suggests consistency may matter more than completeness. So Dash optimizes for the log you’ll actually keep. Rough beats blank. Uncertainty stays visible, and missing a Tuesday isn’t a moral failure.

Talk while you cook

“A splash of oil, one tortilla, the rest of the beans.” Hands-free, for as long as you cook.

Scribble it down

Handwrite a list with Apple Pencil. Cross things out. Change your mind.

Let a barcode help

A lens with no viewfinder notices the carton in your hand. No ritual.

Just say enough

“A big bowl of cereal” beats an empty day. Dash asks only when it matters.

02

Meet Dash

Not skins. Temperaments. One face, three personalities that move, notice and speak a little differently. They’re built entirely in CSS and Framer Motion, with no sprites or video.

Live components ported from the Dash site. Switch moods, move your cursor, poke them.
03

The phone decides what you said

A ~3B on-device model has no nutrition knowledge. Ask it for calories and it invents a confident, wrong number. So it only classifies and structures what you said. The server decides what it contains, through a chain of resolvers, cheapest and most trustworthy first. A cloud model is the last resort and never outvotes a label.

Pick a phrase and watch it resolve. Whatever wins is written back to the shared foods table, so every resolution makes the next one cheaper.
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Architecture

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Brand

Colour

Type

AaInstrument SerifBrand voiceSay what you ate. Dash does the counting.
AaFigtreeInterfaceNutrition, without the homework.

A read, not a report card: numbers stay nearby, the headline is one sentence you can act on.

06

Where it’s going

Dash was my solo ShellHacks 2026 build. Next, I’m turning it into something I use every day before opening it up to anyone else. It isn’t a medical device and hasn’t been clinically tested. The research page on the Dash site is explicit about what it still has to prove.

More work