Training Rails
A rail-defect segmentation model with 95% detection success; Jetson inference and GPS detections stream to a live map.
ABOUT
Konstantin Savkin
Founding Engineer at Zyp, rebuilding the backend for a live cross-border payments platform. Previously a Software Engineer Intern at Next League, where I built the PostgreSQL/TimescaleDB data layer and REST API for an internal platform-health analytics product.
Computer science student at Oregon State University. At Warren Lab, I deployed a three-stage computer-vision pipeline to Raspberry Pi that sustained 20 FPS across 166 field sessions and more than 1.5 million frames.
Projects
PolyDebate
Built in 24 hours: dynamic routing across 100+ LLMs, SSE streaming, and ElevenLabs text-to-speech.
SwiftLabel
A pip-installable image-labeling CLI with persistent sessions, undoable changes, and remote labeling over SSH.
Universities Database
A relational database with joins, CTEs, window functions, and twelve progressive SQL scripts.
Experience
Zyp
Founding Engineer · Part-time
AUG 2026 – PRESENTLeading an 8-milestone rebuild of a live payments platform after a Zyp internship designing its normalized PostgreSQL model and auditing backend authorization.
Contributions
8milestones in the rebuild roadmap
Rebuild roadmap
Mapped the legacy Supabase backend into eight milestones; own API development, authentication, and deployment.
TypeScriptFastifyPrisma
Tenant isolation
Enforced tenant isolation with PostgreSQL RLS, separate roles, and a Prisma wrapper that prevents context carryover across pooled connections.
PostgreSQLRLSPrisma
Authentication and contracts
Built sessions and password recovery with Better Auth; shared Zod/OpenAPI schemas validate request bodies at startup and database roles before traffic.
Better AuthZodOpenAPI
Engineering
Experience
Next League
Software Engineer Intern · Part-time
JUN 2026 – AUG 2026Built the PostgreSQL/TimescaleDB data layer and REST API for an internal platform-health analytics product.
Contributions
8collections in the platform data model
Time-series data layer
Built the PostgreSQL and TimescaleDB foundation for operational and historical platform-health data.
PostgreSQLTimescaleDB
REST API
Connected the data model to the internal analytics product with Payload CMS and Next.js 16.
Payload CMSNext.js 16REST APIs
Historical state
Separated editable configuration from append-only snapshots, with transactional roll-up hooks.
Data modelingTransactions
Engineering
Experience
Warren Lab
Undergraduate Researcher · ML / CV
FEB 2025 – PRESENTDeployed a three-stage computer-vision pipeline to Raspberry Pi across 166 field sessions and more than 1.5 million frames.
Contributions
1.5M+frames processed across 166 field sessions
Detection, classification, tracking
YOLOv8, ResNet-50, and Kalman tracking sustained 20 FPS at 99.5% mAP@50.
YOLOv8ResNet-50Kalman filter
Annotation tool
Replaced about 20 seconds of manual labeling with 74 ms inference at 99.7% precision and found 200+ errors in a 10,000-image dataset.
PyTorchOpenCVPython
Orientation and preprint
Built a ResNet-18 orientation classifier with 100% on a 419-image held-out set; second author on a July 2026 bioRxiv preprint.
ResNet-18PyTorch
Research
Education
Oregon State University
B.S. Computer Science · Sep 2024 – Jun 2028 (expected)
Dean's List · GPA 3.90 / 4.0 · Corvallis, OregonLyceum 393
High School Diploma · Mathematics Concentration
St. Petersburg, Russia · Graduated 2024 · #50 nationally for STEM placement (RAEX 2024)
Yandex Lyceum
Advanced computer science program · 2021
Graduated with a voice-controlled chess project.Technical Skills
06 / 06Back to top