magi

> Grappling Software providing machine verification of human energy._

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01

COMPANY

SZ Labs

Seiryoku Zenyo Labs

We are named for the judo principle of seiryoku zenyo — maximum efficiency, minimal effort.

In Kano’s writing the phrase is not about doing less. It is about spending force only where it actually does work: meeting a push by turning with it, taking balance before strength ever has to matter, letting an opponent’s own momentum finish the throw. Effort that does not change the outcome is waste.

The lab is built the same way. Capture software, a frame-accurate review pipeline, and verified clip kits — the whole chain from the camera on the wall to the event log, with nothing spent on work that does not move the outcome.

02

PROBLEM

GRAPPLING BREAKS
COMPUTER VISION

Every pose model in production assumes bodies stay separate. Grappling is the sport where they don't.

From the first grip, two athletes occupy one silhouette. Limbs vanish behind torsos, keypoints jump between people, and the tracker rebinds identities in the exact half-second the throw resolves. On the ground it inverts: almost no motion, almost all the meaning.

  • occlusion — the decisive frames are the most hidden ones
  • identity swap — thrower and thrown trade skeletons mid-technique
  • ground phase — minimal movement, maximum consequence
  • ground truth — labels require someone who knows the sport

Systems that can call a sprint split or a jump shot still can't tell you what just happened on the mat.

03

TEAM

AJAM mark

ABOUT US

researchers. designers. grapplers. all in one.

  • Shaker Zaman

    Shaker Zaman

    CEO, Founder — Operations & Engineering

    Head of Operations at a Khosla-backed AI infrastructure company, holding compliance, legal, GTM, recruiting, and dev tooling at once. Every function a company needs before it can afford anyone to run them. Administrative and compliance work behind a DARPA contract. Counterparts were mostly YC and seed-stage teams, so that end of the market got learned by working alongside it. Have competed in judo and jiu-jitsu, gold in both.

  • Genevieve Puglissi

    Genevieve Puglissi

    CXO, Co-Founder — Design & Product

    Nearly a decade of design across sports, fintech, fashion, healthcare, AI, e-commerce, and life sciences, in print as well as digital. Holds experience within a FAANG company as a UX Research Assistant. An FIT graduate and active judo and BJJ competitor, she now sets product and experience design direction for Magi Vision.

  • Maria Galanty

    Maria Galanty

    AI Engineering Intern — Fordham Computer Science ’28

    A Fordham Computer Science student who has trained judo for more than 15 years, now a brown belt under Sensei Jack Krystek Sr. She helps teach younger students at her dojo, also trains Brazilian Jiu-Jitsu, and brings the view from the mat to how the system learns.

// DEMO

EXPERIENCE MAGI VISION

Start a session in magi system and watch the state commit as it happens — grip, kuzushi, the throw. magi dashboard aggregates what came off the mat and hands back the highlights. Nothing here is staged: it is the build, running.

// DOJOS

Where the footage comes from

The mats that let us point cameras at their rounds.

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