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Happy Steps Try the live demo
Ambient care, powered by Gemini

Every step says “I’m okay.”

Happy Steps turns the footsteps your parents already take into a kind daily note for the family. No cameras. No microphones. Nothing to wear.

毎日の足音を、家族へのやさしいメッセージに。カメラも、マイクも、身につける機器もいりません。

No images, no audio Signal stays in the home Never diagnoses
Living room floor · geophone real recording · 7 s
0 steps111 steps/minResident recognised
{"person":"resident_01", "steps":17, "cadence_spm":111, …}~300 bytes leave home
Happy Steps · now

お母さんは今日も元気に歩いています

Mother is walking well today. Her pace is steady, and she rested well last night.

Built on 5+ years of PhD research 100-person footstep dataset Runs on a Raspberry Pi Gemini API with function calling & voice
THE PROBLEM

More parents live alone. Families worry from far away.

Japan is the first country to face this at scale. Most of us cannot call every day, and most parents do not want to be watched.

7.4M

people aged 65+ lived alone in Japan in 2020.

National Institute of Population and Social Security Research

10.8M

expected to live alone by 2050, one in five households.

IPSS household projection, 2024

58,044

older people died alone at home in 2024, many found days later.

National Police Agency, 2025

Today’s options ask too much.

Cameras feel like being watched. Wearables get forgotten or run flat. A help button only works if you can press it.

Happy StepsHome cameraSmartwatchHelp button
Nothing to wear or chargeYesYesNoNo
No images or sound recordedYesNoYesYes
Works if the person cannot ask for helpYes · impact, then silenceYesOnly if wornNo
Notices slow change over weeksYes · personal baselineHard to reviewOnly if wornNo
Knows who is walkingYes · footstep signatureYesYesNo
THE PRODUCT

One small sensor. Three kind outcomes.

小さなセンサー1つで、3つのやさしさ。

A daily note for the family

Each evening the family gets a short, warm update in plain words: how she walked, how she slept, anything new.

A gentle alert when it matters

A heavy impact followed by silence, or an unusually quiet day, becomes a clear request to check in, with a suggested action.

A friendly voice for her

Gemini speaks a short, cheerful message at home: “You walked well today.” Care that talks to her, not only about her.

PERSONAL, NOT AVERAGE

“Slower” means slower than her usual days.

Gemini compares today with the resident’s own last two weeks. Small changes in pace, rhythm or night-time walking become early, gentle signals, long before they become emergencies.

  • Walking speed and steadiness of rhythm
  • Night walks between midnight and 5 a.m.
  • Quiet hours with no movement at all
  • Visitors, recognised as “not the resident”
18:30Happy Steps
Mon
今日も元気に歩いています

Usual pace, slept through the night.

Tue
夜中に何度か起きていたようです

Up 3 times at night. Usually 0.

Wed
いつもより、ゆっくり歩いていました

Pace 95 vs usual 111 steps/min.

Now
様子を確かめてください

Heavy impact at 10:04, no steps since.

HOW IT WORKS

From a footstep to a kind word.

The hard signal work happens inside the home. Gemini does the human part.

01 · SENSE

Feel the floor

A geophone on the floor feels each step as a tiny vibration.

床の振動を感じる
02 · UNDERSTAND

Read each step at home

A small edge device finds steps, who is walking, and how.

家の中で一歩ずつ読み取る
03 · SUMMARISE

Send only numbers

About 300 bytes per walk leave the home. Never the raw signal.

数字だけを送る
04 · CARE

Gemini writes and speaks

Gemini compares with her usual days, chooses an action, and writes kindly.

Geminiがやさしく伝える

Explore the architecture

WHY GEMINI

The right job for each part.

Gemini is not asked to read raw vibration. A small, proven model at home does that. Gemini does what it is best at: judging change over time, choosing an action, and speaking to people with warmth.

  • Long-context reasoning over today plus a 14-day personal baseline
  • Function calling that plugs into any app: LINE, email, a care-home dashboard
  • Natural Japanese and English for families across borders
  • Text-to-speech for a friendly voice in the home
gemini · function call
// Gemini must pick exactly one action
{
  "name": "send_family_report",
  "args": {
    "status": "gentle_watch",
    "headline_ja": "夜中に何度か起きていたようです",
    "headline_en": "She was up a few times at night",
    "changes": [{
      "metric": "walks at night",
      "today": "4", "usual": "0.2" }],
    "message_to_resident_ja":
      "今夜はゆっくり眠れるといいですね。"
  }
}
RESEARCH FOUNDATION

Not an idea on paper. Years of measured results.

Happy Steps is built on doctoral research in floor-vibration sensing, published in IEEE and Nature-portfolio journals. Lab results:

92.7%correct person, out of 100+Rank-1 identification, DeepStep
93.8%AUC for spotting strangersOpen-set detection
93.7%gait-abnormality detectionMulti-task model
0.78 sper step on a Raspberry Pi22 MB model, fully on device

Read the technology

WHERE IT GOES NEXT

Every building already has a floor.

Homes

Parents living alone, and families living far away.

Care homes

Quiet night rounds without cameras in private rooms.

Hospitals

Early signs of change in walking during recovery.

Disasters

After an earthquake, which rooms still have people moving.

See a real footstep become a kind word.

The live demo runs real floor recordings through the full pipeline and calls Gemini in your browser.