🌱 SproutComm
For Head Start programs

Family engagement that speaks their language — and documents itself.

SproutComm is the engagement channel between a family advocate and every family in the program — in Arabic, Bangla, Sylheti, or English — with a small home activity every night and the federal documentation written automatically.

🌱 In active development — built live for the Meta AI Developer Hackathon, Oct 26 – Nov 4, 2026

The families are willing. The language is the wall.

In one Michigan Head Start classroom, 149 children are enrolled — and only 17 come from English-speaking homes. Their parents want to help them learn. What they get instead is English paperwork, English apps, and silence. Advocates carry the translation burden by hand, and the engagement documentation that federal standards require gets written late, from memory, or not at all.

149
children in a single Michigan Head Start classroom
17
from homes where English is spoken
~89%
of families the current system cannot reach in their own language

One loop, every night

No new app for parents to learn, no login to remember. One link, their language, big buttons, voice first.

1

The advocate sends

One tap picks a family and tonight's activity — aligned to the Michigan pre-K scope & sequence — and writes a short note in English.

2

The family receives it in their language

The message, the activity, and a voice version arrive in the family's home language — Arabic and Bangla in text, Sylheti by voice first, because Sylheti has no standard written form.

3

They do it together

A five-to-ten-minute activity at the kitchen table: a picture walk, letters in the kitchen, counting the stairs. Guided step by step, in their words.

4

It documents itself

The parent confirms with one tap. SproutComm writes the structured engagement note — participants, home language, activity, family strengths, follow-up — mapped to HSPPS 1302.50 and filed in the family's record.

Powered by the Muse family — each model doing its real job

Muse Spark

Speaks to the family

Translation with discipline: Modern Standard Arabic, never a dialect; Bangla fully localized — days, times, and places included. Nothing left behind in English.

Muse Wonder

Writes the record

The reasoning model turns a family's evening into a complete, structured HSPPS 1302.50 engagement note — and is forbidden from inventing a single fact.

Muse Voice Transcribe

Hears the reply

Many parents can speak far more easily than they can write. Voice notes come back in their language and are transcribed into the record.

Built for the real world it serves

Voice-first, low-literacy-firstDesigned with a top Michigan Head Start lead — for parents who may not read confidently in any language.
Cheap phones are first-classThe parent side only displays, plays, records, and taps. All intelligence lives on the server. Old Android phones on bad connections are the design target, not an afterthought.
Parent-mediated, alwaysChildren never interact with the system directly. Families engage together; the record is built from what the parent confirms.
Honest by constructionEvery piece of content in the system is labeled with where it came from. The system refuses to fake a translation, a transcription, or a document.

Pilots open after the hackathon.

SproutComm grows out of ParentComm, a family-engagement pilot being shaped with Michigan Head Start leadership. Programs interested in the pilot can start there.

Visit the ParentComm pilot page