BioStream

Engineering studio & consulting

We build backend architectures, distributed pipelines, and production AI systems.

BioStream is an independent engineering consultancy. We design reliable cloud infrastructure, low-latency APIs, and deterministic LLM/RAG pipelines for data-heavy platforms—with specialized experience in high-integrity healthcare and telemetry systems.

Get in touch → Available for contracts

Core Services

Architecture & Execution
01

Backend Engineering

High-throughput REST/gRPC microservices, scalable database schemas, and background job queues built in Python and .NET 8.

02

Applied AI & RAG

Semantic search engines, hybrid retrieval using pgvector, agentic orchestration, and strict schema-validated model outputs.

03

Healthcare & Telemetry

Stream ingestion engines for physiological sensor data, medical document parsers, and zero-trust audit compliance.

Reference System

Case Study: Telemetry & Intelligence Engine
BioStream Telemetry Pipeline

A modular backend designed for high-frequency biomedical data ingestion, combined with hybrid vector search for real-time diagnostic retrieval.

INGESTION
Asynchronous
STORAGE
Postgres / pgvector
VALIDATION
Pydantic / Typed
DEPLOYMENT
Docker / Cloud

Technical Foundation

Tools & Protocols
Languages Python, C#, SQL, Bash
Frameworks FastAPI, .NET 8, LangChain
Data & Vectors PostgreSQL, pgvector, Redis
Infra & CI/CD Docker, GitHub Actions, Linux