Evan Hammerstein

AniML

Implantable bioelectronics + ML pipelines for livestock helath and K9 sniff test reception monitoring (≈80% signal accuracy; ≈68% classification on noisy biosignals).

IN CYPHER — Automated Glucose Monitor Fluidics Rig

Designed and manufactured a CGM testing rig (≈95% control accuracy, 3s lag). Deployed to UK + Singapore labs; cut researcher labor >90% and elminated all experimental waste.

RL/ML Brain for Agricultural Robotic Automation

Reinforcement + imitation learning experiments for reliable field behavior — achieved optimized decision-making policy with a ~450% efficiency increase.

Hypha Tracker

Fungal growth analysis platform — image skeletonization, 12 growth metrics, ≈85% accuracy, and a UI that reduced analysis labor >99%.

Alternative Protein Project (Co-founder)

Built a student startup research network — secured >£2k funding and grew membership from 2 to 50+.

Cerebral Palsy Adaptor

Assistive robotic arm for low-mobility children — binary-switch control, ≈70% switch accuracy, ≈65% motion reliability.