Bee ยท Alexa+ ยท Ring ยท Fire TV

It was said once.
Then it was gone.
BeeBridge remembers.

A doctor's instructions, spoken in a ten-minute call, carry a whole week of health. Human memory drops them by dinner. BeeBridge is the second memory that doesn't โ€” for the people you love.

No sign-up ยท No install ยท The demo below runs the real software's answers

Good morning, Margaret โ˜€๏ธ

Here's your day โ€” tap a row when it's done
Take Metformin 500mg โ€” every morning with breakfast
Doctor appointment (Friday at 10am)
Bring your blood sugar log to the appointment
Package expected โ€” watch for delivery (tomorrow)
๐Ÿ—ฃ You ask Alexaโ€œWhat did the doctor say about my next appointment?โ€
โ†’ โ€œYour blood pressure has improved and is now normalโ€ฆโ€
๐Ÿ”” Ring ยท Front doorPackage delivered โ€” Alexa announces it, and the list above ticks itself off.
4
Amazon ecosystems connected โ€” Bee, Alexa+, Ring, Fire TV
0
Typing, apps or new habits needed from the senior
27
Automated tests, incl. a 450-request stress run with zero failures
100%
Of the memory stays on your own computer by default

The problem, made visible

What forgetting actually looks like

This is how seniors are asked to remember today: a sticky note, a fridge door, good intentions. Drag the slider and watch what time does to it. Then look at what BeeBridge kept โ€” word for word.

Doctor โ€” Friday 10am
bring blood sugar logโ€” stuck on the fridge, Tuesday
vs
๐Ÿ BeeBridge keptโ€œYour blood pressure has improved and is now normal. Remember to bring your blood sugar log to the appointment.โ€ โ€” and the appointment: Friday at 10am.
Metforminโ€ฆ morning?
with food?? โ€” the dose was said out loud, once
vs
๐Ÿ BeeBridge keptโ€œTake Metformin 500mg โ€” every morning with breakfast.โ€ Plus Vitamin D, every night after dinner โ€” from the pharmacist's own words.
Package comingโ€ฆ
today? tomorrow??โ€” Mom mentioned it on the call
vs
๐Ÿ BeeBridge keptโ€œA package is expected โ€” delivery arriving tomorrow.โ€ And when Ring sees it land: โ€œYour package has arrived at the front door.โ€
Just said it โ€” still clear. For now.

Live demo

Ask it. It remembers. try it โ€” it's real

These answers come from the actual BeeBridge program, run on its bundled Bee conversations โ€” a doctor's call, a call with Mom, a pharmacy visit. Nothing here is typed by a copywriter.

BeeBridgeHello! I remember 4 conversations for you. Ask me anything โ€” tap a question below, or type your own.

Try the solution yourself

Give it a conversation. Watch it remember.

This is the part most demos won't let you touch. Below is a conversation โ€” edit it, write your own, then press the button. A pocket-sized version of BeeBridge's extractor runs right here in your browser and files away the medicines, appointments and to-dos it finds. Then ask about them in the demo chat above.

Honest fine print: this in-browser miniature uses simple patterns. The real BeeBridge runs the full extractor on every Bee conversation โ€” same idea, full fidelity, on your own computer.

Meet the team

Four devices. One memory.

Each device does the one job it's best at. BeeBridge is the bridge between them โ€” move your pointer across a card.

The ears

Bee wearable

A small pendant (or Apple Watch app) that remembers real conversations โ€” only with consent, with a hardware switch in the wearer's hand.

Captures: โ€œYour next appointment is on Friday at 10am.โ€
The voice

Alexa+

The senior just talks. BeeBridge's MCP server (protocol 2025-11-25) searches the memory and answers in short, clear sentences.

Answers: โ€œYour blood pressure has improved and is now normal.โ€
The eyes

Ring doorbell

Ring sees the real world happen: a visitor, a delivery. BeeBridge matches it against what Bee heard was supposed to happen.

Confirms: โ€œYour package has arrived at the front door.โ€
Good morning โ˜€๏ธ
The window

Fire TV

The day's summary on the biggest screen in the house โ€” large type, readable from the sofa, zero interaction needed.

Shows: today's medicines, appointments and alerts at a glance.

Memory, you can hold

What BeeBridge catches looks like this

Not database rows โ€” moments. These three artifacts were pulled, exactly as written, from the sample conversations the demo runs on.

From ยท Phone call with Dr. Patel

Appointment card

Next appointment: Friday at 10am

Bring: your blood sugar log

Good news: blood pressure improved โ€” now normal. Cholesterol better than last time.

From ยท Pharmacy visit

Prescription slip

Refill: ready to pick up today

Vitamin D: one, every night after dinner

Metformin 500mg: every morning with breakfast (from Dr. Patel)

From ยท Call with Mom

Delivery note

Expected: a package, arriving tomorrow

Also: Mom visits Sunday afternoon ยท call Priya tomorrow ยท vegetables before Sunday

DELIVERED โœ“

โ€” the stamp appears by itself, when Ring sees it arrive. Nobody lifts a pen. โœŽ

How it works

Three steps. None of them are yours.

Every reminder app fails the same way: somebody has to set it up. BeeBridge removes the somebody.

1

Bee listens โ€” once

The wearable captures the conversations that already happen: the doctor explaining the new dose, Priya confirming Sunday, the pharmacist's instructions. Consent-first, always โ€” Bee's switch belongs to the wearer.

2

BeeBridge tidies the memory

Software reads each conversation and files away what matters: medicines (Metformin 500mg, with breakfast), appointments (Friday, 10am), promises & to-dos (bring the blood sugar log), and expectations (a package is coming tomorrow). No typing, no forms, no app to learn.

3

The house answers back

Ask Alexa+ out loud and get a clear answer. Glance at the TV for the day. And when Ring sees the expected package arrive, the announcement makes itself โ€” and the to-do quietly completes. The memory maintains itself.

A day with BeeBridge

Margaret's Friday

Margaret is 78. She lives alone, twenty minutes from her daughter. This is a real day, built from BeeBridge's actual sample conversations.

07:00

The TV greets her. Over tea, the Fire TV shows today's three things in big letters: Metformin with breakfast, the doctor at 10, bring the blood sugar log. Nothing to open, nothing to scroll.

10:30

The doctor calls. Blood pressure improved, cholesterol better, next visit Friday 10am. Margaret just listens and talks โ€” Bee remembers the details she would have forgotten by lunch.

13:15

The pharmacy visit. Her refill is ready, and the pharmacist reminds her: Vitamin D every night after dinner. Margaret nods and chats โ€” BeeBridge files the instruction away for the evening, when she'll ask about it.

18:40

Mom calls. Sunday's visit, vegetables before the weekend, a call to Priya tomorrow. All of it filed away while Margaret simply enjoys the call.

21:05

Before bed, she checks. โ€œAlexa, what did the doctor say about my next appointment?โ€ โ€” and hears it back, exactly, in plain words. She sleeps without the 3 a.m. worry of having missed something.

Sat

And tomorrow, the loop closes itself. The package Mom mentioned arrives; Ring sees it at the front door. Alexa: โ€œYour package has arrived at the front door.โ€ On the TV, that to-do ticks itself off. Margaret did nothing. That's the point.

Functions, in detail

What it actually does

Nine working functions โ€” each one answers a real moment in a senior's day.

๐Ÿง 

Conversation memory

Every captured conversation becomes searchable memory โ€” facts, names, dates and instructions, kept word-accurate.

Use it: โ€œWhat did the pharmacist say about my refill?โ€
๐Ÿ’Š

Medication answers

Doses and timing are extracted from what the doctor or pharmacist actually said โ€” not typed in by anyone.

Use it: โ€œWhat medication do I need to take?โ€
๐Ÿ“…

Appointment recall

Follow-ups stop living on fridge notes. Dates, times and โ€œbring this with youโ€ instructions are remembered together.

Use it: โ€œWhen is my next appointment โ€” and what do I bring?โ€
โœ…

Self-writing to-do list

Promises inside conversations (โ€œcall Priya tomorrowโ€, โ€œpick up vegetables Sundayโ€) become the day's list automatically.

Use it: the TV shows it; Alexa reads it; nobody wrote it.
๐Ÿ“ฆ

Delivery confirmation

Bee hears a package is coming; Ring confirms it arrived. The expectation and the event are matched for you.

Use it: hear โ€œYour package has arrivedโ€ โ€” and stop wondering.
๐Ÿ””

Door alerts that make sense

A doorbell press isn't a cryptic notification โ€” it's a calm spoken alert, in context, on the TV and through Alexa.

Use it: know who's at the door before you get up.
๐Ÿ“บ

Big-text daily summary

The whole day on one TV screen, in letters you can read from the sofa. Designed for ageing eyes, not despite them.

Use it: glance, don't squint โ€” no remote required.
๐Ÿ‘จโ€๐Ÿ‘ฉโ€๐Ÿ‘ง

Family peace of mind

Adult children stop playing telephone with medical instructions. What the doctor said is what the family hears.

Use it: โ€œWhat did Mom's doctor say?โ€ โ€” answered from memory.
๐Ÿ”’

Privacy by default

Memory lives in a local database on the family's own computer. Sharing with caregivers is off until the user turns it on.

Use it: your conversations stay your conversations.

The honest comparison

Why this wins the day

Reminder appsNotes appsBeeBridge
Who does the work?The senior types & schedulesThe senior writes it downNobody โ€” captured from conversation
Getting it backAlarms that get dismissedSearching old textJust ask out loud
Knows what happened?NoNoYes โ€” Ring confirms the real world โœ“
Where memory livesA company's cloudA company's cloudYour own computer, private by default
New habit requiredYes โ€” a whole appYes โ€” note-takingNone. Talk, ask, glance.

For judges & developers

The engineering, briefly

BeeBridge is a Python/FastAPI service. Bee data enters through the real Bee CLI, the Bee MCP client, or Bee sync exports. Alexa+ talks to a self-hosted MCP server (Streamable HTTP, protocol 2025-11-25) with five tools; Ring events arrive by webhook; Amazon Bedrock (Converse) polishes summary wording when AWS is configured; the Fire TV UI is served at /tv. Extraction is deterministic โ€” facts never hallucinate โ€” and the whole pipeline runs from the bundled sample exports with no hardware. The design system behind this page is in the repo: docs/DESIGN.md.

๐Ÿ Beeโ†’Extractorโ†’ SQLite memoryโ†’MCP server ยท 2025-11-25โ†’ Alexa+๐Ÿ”” Ring webhook๐Ÿ“บ Fire TV /tvโ˜๏ธ Bedrock
PythonFastAPIMCP 2025-11-25Alexa+ Agent SkillAWS LambdaAmazon BedrockSAM templateSQLite27 testsMIT licensed
python -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt -r requirements-dev.txt
PYTHONPATH=src python -m beebridge.demo     # scripted end-to-end demo
PYTHONPATH=src uvicorn beebridge.main:app --app-dir src --port 8000
pytest                                       # 27 tests

Companion open-source project: Bee Memory MCP โ€” Bee memory for any MCP client. Product feedback and the friction log live in the repo under docs/.

Questions

Fair questions, straight answers

Do I need a Bee device to try it?

No. The repository bundles realistic Bee sync exports, so the full pipeline โ€” extraction, questions, Ring matching, TV summary โ€” runs on any computer in two minutes. Connect a real Bee and the same code ingests your own conversations.

Is it always listening? That sounds worrying.

Bee records only with the wearer's consent and has a hardware switch the wearer controls. BeeBridge adds nothing on top of that โ€” and the memory it builds stays on the family's own computer, not in our cloud (there is no โ€œour cloudโ€).

My parent is not technical at all. Really?

Really. There is nothing to install, open, type into or learn. They wear the Bee, they ask Alexa questions out loud, and the TV shows the day. If they can have a conversation, they can use BeeBridge โ€” because the conversation is the interface.

What if the internet goes down?

The memory, the extraction and the answers all run locally. Alexa and Ring need their connections, but nothing about the memory itself depends on our servers โ€” there are none.

How is this different from just asking Alexa to set reminders?

Somebody still has to remember to set the reminder โ€” and remember what the doctor said well enough to dictate it. BeeBridge captures the source conversation itself, so the reminder exists before anyone thinks to create it, and the answer quotes what was actually said.