Threshold
Labs
— OAT &
performance

Founder · Exercise science · 2024 → Exploring Oxygen Adaptive Training (OAT), measurement systems, and training concepts grounded in usable physiology. The goal is practical: tools and protocols that move performance metrics in the field, not just in the lab.

Role
Founder — protocol + device exploration
Focus
OAT · Sensors · Training systems
Stack
Physiology · Hardware · Data logging
Status
Active research — field testing
Hero image — device / field test photo

Overview

Threshold Labs is a small, independent exercise science effort. The work sits between lab physiology and usable training — translating mechanisms like oxygen delivery, buffering, and autonomic balance into protocols an athlete or coach can actually run.

The current thread is Oxygen Adaptive Training: controlled, intermittent exposure that nudges the oxygen cascade, then measures whether the adaptation shows up as improved time-to-exhaustion, faster recovery, or better repeatability.

Inline image — OAT session timeline / SpO₂ trace example

What OAT is (and isn't)

OAT is not altitude camp and not breath-hold training for its own sake. It is a short, repeatable session that varies inspired oxygen within a narrow, monitored band and pairs it with light-to-moderate work. The point is to create a measurable adaptive signal without pushing into risky desaturation.

Each session is logged: SpO₂, pulse, work, and a short subjective battery. The log is the product — over weeks it reveals dose-response and individual differences that a single study average hides.

System — measurement matters

Because the stimulus is small, the measurement has to be tight. The bench setup is intentionally simple — off-the-shelf pulse oximetry, a controlled gas blend or rebreathing element, and a repeatable work bout — so results don't depend on exotic hardware.

Blocks — adapted from the engineering table in your inspo

01 — Stimulus

FiO₂ modulation within a monitored band; paired with repeatable work.

02 — Sensing

SpO₂, HR, work, and subjective recovery — every session logged.

03 — Protocol

Short bouts, fixed progression, washout — so dose-response is visible.

04 — Field use

Designed to run outside the lab; no cart, no calibration ritual.

Inline image — data snapshot / table of session logs

Build — images & artifacts

Swap the gray boxes for real captures — device on bench, sensor placement, a week of logs. Keep the mono captions; the grid matches the homepage.

Next

Next is a longer within-subject series: same athlete, same work, varying dose, with recovery and repeatability as primary outcomes. If the signal is reliable, the step after is a small between-subject pilot.