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  • Ticino, Switzerland
  • 13:25 (UTC +02:00)

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JaskRendix/README.md

Giorgio (JaskRendix)

Remote / Mobile / Open to Relocation

Backend, data, and systems developer. I build pipelines, protocol clients, and automation tools for scientific, industrial, aerospace, and data‑heavy workflows.

I work primarily in Python, Rust, and C++, with experience in Java/Spring Boot and TypeScript.
I like clear logic, stable architectures, and code that behaves the same on Monday morning as it did on Friday night. Systems leave hints — I follow them.


What I’m Focused On

  • Stable Architectures — Refactoring legacy or monolithic systems into modular, testable, predictable codebases.
  • Data & ML Pipelines — End‑to‑end ETL, validation layers, inference serving, and latency benchmarking.
  • Cross‑Language Systems — Python ↔ Rust ↔ Java/Spring Boot interoperability for real‑world services.
  • Industrial & Avionics Protocols — CIP/EtherNetIP, ARINC 429/653/717/767, MIL‑STD‑1553, and embedded communication stacks.
  • Scientific & Geometry Computing — Mesh generation, CFD tools, atmospheric models, and CNC automation.
  • Embedded & Drivers — Bare‑metal firmware, CAN bus, RTOS simulation, and hardware‑level tooling.

What I’m Learning

  • Procedural Generation — Geometry, map generation, and structural algorithms.
  • Hardware & Protocols — EtherNet/IP, CAN bus, BLE data flows, and embedded firmware patterns.
  • Modern CI/CD — Multi‑service pipelines, reproducible builds, and automated release workflows.

What I Can Help With

  • Systems Thinking — Modeling component interactions to eliminate unpredictable behavior.
  • Infrastructure — Deploying robust services, ML inference APIs, and containerized pipelines.
  • Complex Data — Cleaning, validating, and structuring datasets from banking, CNC, medical imaging, and IoT sources.
  • Embedded & Industrial — Drivers, RTOS simulation, avionics protocols, PLC communication, and ground‑station tooling.

Selected Work

VNet‑TF2 (Medical Imaging)

Production‑grade 3D segmentation inference pipeline. Dynamic‑shape support, high‑performance FastAPI serving, and latency benchmarking.

Scientific & Geometry Tools

DICOM → mesh conversion (PLY/STL/OBJ/NIfTI), marching cubes, CT metadata reconstruction, and geometry/CFD solvers.

Industrial & Avionics Transformers

Ampla → ISA‑95/B2MML multi‑pass converter. Validation layers, CLI tools, and automated pipelines.

Protocol Engineering Suite

Async EtherNet/IP client (Rust), ARINC 429/653/717/767 tooling, MIL‑STD‑1553 BC/RT emulation, and ARINC 424 navigation parsing.

Commodity Price Scraper

Concurrent Playwright scraper, FastAPI background tasks, Pydantic validation, DuckDB time‑series storage, and Streamlit visualization.

Rust Systems Work

NSGA‑II evolutionary algorithm (Rayon‑parallelized), CCSDS LDPC decoders, haptics library, and high‑performance Base64.

Embedded & Drivers

STM32 bare‑metal firmware, async MCP2515 CAN driver, and Arduino libraries for quadrature decoding and thermistor modeling.


Contact

Status: Probably deep in a pipeline, a protocol spec, or a geometry routine.

Pinned Loading

  1. labs labs Public

    Explore, fork, iterate - This is the sandbox where curiosity meets code.

    Python

  2. amplab2mml amplab2mml Public

    Modern Ampla‑to‑B2MML (v0400) transformer with CLI, API, and full test suite.

    Python

  3. dicom2ply dicom2ply Public

    Converts DICOM RTSTRUCT contours into 3D ROI outputs. Reconstructs geometry from CT metadata and exports each ROI as PLY, STL, OBJ, NIfTI masks, PNG slices, JSON stats, or voxel coordinates. Modern…

    Python

  4. rs_nsga2 rs_nsga2 Public

    High-performance NSGA-II multi-objective evolutionary algorithm in Rust.

    Rust

  5. ethernetip-rs ethernetip-rs Public

    ethernetip-rs is a communication library for Rockwell Allen‑Bradley PLC systems, implemented in Rust. It provides CIP over EtherNet/IP support for reading and writing tags on ControlLogix and Compa…

    Rust

  6. stm32f103-baremetal stm32f103-baremetal Public

    Bare‑metal firmware for the STM32F103 (Cortex‑M3). Custom startup code, linker script, register‑level drivers, and a modern CMake/Ninja build system with CI.

    C 1