Guru Jayaprakash

I build and operate early-stage products where technical rigor meets real-world systems.

Co-founder of an AI voice platform for live meetings. Founder of a $75K-funded urban agriculture nonprofit.

Product • Engineering • Systems • Execution

General Engineering & Aerospace Engineering, Montgomery College. Poolesville HS, Independent Studies Magnet, PLTW Engineering.

Proof of Execution

koov

AI voice agents embedded inside live meetings.

Problem: Meetings lose context, ownership, and decisions in real time.

Building: Real-time voice diarization and actionable feedback.

Role: Co-founder — product, early engineering, go-to-market.

Status: Active development, early users.

Rooted Together

Youth-led urban agriculture nonprofit.

  • Founded and scaled from zero
  • Raised $75K in funding and in-kind resources
  • Designed and deployed hydroponic systems
  • Led multi-partner community initiatives

Outcome: Built systems that operate without founder dependency.

Posturly

Wearable posture-correction device.

  • Hardware + software prototype
  • User testing and iteration
  • DECA State Finalist (2nd place)

Lesson: Hardware-market fit is unforgiving.

Research & Applied Systems

Technical research that shaped how I approach rigor, validation, and system design.

Functional Genomics & Cancer Metabolism Research

University of Pittsburgh — Neurosurgery Department

  • Wet-lab and data-driven research on methionine metabolism in pediatric brain cancers
  • Designed experiments under strict constraints and validation requirements

Takeaway: First-principles thinking and signal-over-noise discipline.

Interested in problems where rigor matters — from cancer biology to real-time AI systems.

How I Build

  • • Optimize for leverage, not optics
  • • Ship imperfect systems over perfect slides
  • • Care about feedback loops, not vanity metrics
  • • Treat startups as systems, not ideas

Notes

Selected writing:

  • • Why real-time AI in meetings is harder than people think
  • • What building a nonprofit taught me about startups
  • • Why most student startups fail quietly

If you're building something interesting or thinking about systems, reach out.