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Happy Steps Try the live demo
About

I live far from my own family. So I know the worry.

Happy Steps began as a PhD on reading people from floor vibrations. Moving to Tokyo, I saw how many parents live alone, and how much their families want a gentle way to know they are okay.

FOUNDER

Mainak Chakraborty

Researcher in structural vibration sensing and human-centred AI. PhD in Cyber-Physical Systems from IIT Delhi as a Prime Minister’s Research Fellow, now based in Tokyo.

  • Creator of VIBeID, a 100-person footstep vibration dataset
  • 5 journal papers, 5 conference papers and 4 patents in vibration sensing
  • Reviewer for IEEE TIM and IEEE TMC; ICASSP 2025 organising committee
  • Poster presenter at the Heidelberg Laureate Forum 2026
  • Also built GajGamini, ground-vibration sensing for elephant safety

mainakchakraborty.com

“I want a family to know grandma is okay, without anyone watching her.”

「見張るのではなく、そっと見守りたい。」

ROADMAP

Where Happy Steps is going.

Now · 2026

Working prototype

  • Full pipeline on real recordings
  • Gemini reasoning, function calling, voice
  • Open event format and sensor bridge
Next

Home pilot in Japan

  • A small group of volunteer homes
  • Real floors, real routines, real feedback
  • Measure false alarms and family trust
Later

Care homes and cities

  • Night rounds in care homes
  • Hospital recovery wards
  • Earthquake response: who is still inside
WHAT WE ARE LOOKING FOR

Partners who care about the same thing.

Research partners

Multimodal and on-device AI, audio and signal modelling, and long-term health reasoning.

Pilot homes

Families and care homes in Japan willing to try a sensor and share honest feedback.

Care professionals

Nurses, carers and geriatric doctors to shape what “a change worth telling” really means.

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.