Principal Engineer at Critical Software, currently focused on MedTech, Pharma & Life Sciences, with background in Automotive and C++/systems engineering. Connect: LinkedIn | Linktree

Projects, tools and references related to medical devices, health data and regulated environments.

• HL7 – Health Level Seven International — FHIR, SDC, Caliper and the core healthcare interoperability standards.
• mdpnp/mdpnp – MD PnP / OpenICE reference implementation for medical device interoperability (ICE standard).
• OpenHealthForAll/open-health – Open initiative promoting interoperability and open standards in healthcare systems.
• LOINC + SNOMED CT – Regenstrief / SNOMED International collaboration on coded clinical terminology.

• Project-MONAI/MONAI – PyTorch framework for medical imaging AI: segmentation, detection, classification.
• Project-MONAI/monai-deploy – Path from MONAI models to clinical-grade deployment (MAP packaging, inference).
• cornerstonejs/cornerstone3D – Web-based medical image viewer with DICOM support.
• uni-medical/SAM-Med3D – 3D medical image segmentation using SAM.
• UMEssen/Body-and-Organ-Analysis – Automated anatomical segmentation and analysis.
• KitwareMedical – Medical imaging toolkit org (ITK/VTK wrappers, DICOM, 3D visualization).
• sfikas/medical-imaging-datasets – Curated list of public medical imaging datasets for research.
• m-aryayi/Medical-Imaging-Datasets – Another actively maintained catalogue of publicly available medical imaging datasets.

• synthetichealth/synthea – Synthetic patient record generator for research and testing.
• BioGearsEngine – Open-source human physiology simulation engine for device testing and clinical training.
• LifestyleCorp/medical-digital-twin – Simulation framework for healthcare digital twins.
• ashemag/human-atlas – Open-source 3D anatomy explorer with 2,000+ selectable structures.
• CareerDevelopmentHub/Human-Anatomy – Interactive human anatomy learning project.

• aipoch/medical-research-skills – Claude skills tailored to medical research workflows.
• aipoch/openscience-mcp – Claude Code plugin marketplace for open-science / PubMed-style research access.
• f-data/NER_Pharma – Named Entity Recognition (NLP) for pharmaceutical data.
• LifestyleCorp/Doctor-Chatbot – AI agent for medical triaging and inquiries.
• LifestyleCorp/Medical-Transformers – Transformer architectures for medical data analysis.
• skjall/medication-tracker – Adherence and schedule tracking for medication.
• ecostech/viatom-ble – Reverse-engineered BLE protocol and tooling for Viatom / Checkme medical devices.
• RespiraWorks/Ventilator – End-to-end open-source ICU ventilator project, including software, systems and regulatory artefacts.

• ajhcs/mbse-agents – Portable MBSE domain agents for AI-assisted systems engineering.
• FDA Product Classification Database – Official device classification lookup (CFR references, product codes).
• MDR Classification Rule 11 (Johner Institute) – The reference explainer on software classification under EU MDR.
• EudraLex Volume 4 – EU GMP guidelines for medicinal products (incl. Annex 11, computerised systems).

• JakubVojvoda/design-patterns-cpp – GoF patterns in modern C++.
• AnthonyCalandra/modern-cpp-features – C++ language/library features overview.
• keycloak/keycloak – Identity & Access Management (SSO, OAuth2, OpenID Connect, SAML).
• DeviceFarmer/stf – Android device farm for testing and automation.

• rustfoundation/safety-critical-rust-consortium – Cross-industry effort to evaluate and promote Rust in safety-critical systems, including medical devices.
• JGalego/awesome-safety-critical-ai – Curated resources, tools, standards and research on AI for safety-critical domains — verification, certification, fault tolerance.

• anthropics/skills – Official Claude Code skills library.
• agentsmd/agents.md – AGENTS.md spec — cross-tool agent context file standard (like CLAUDE.md for any LLM).
• mattpocock/skills – Real-world Claude Code skills from Matt Pocock.
• multica-ai/andrej-karpathy-skills – CLAUDE.md improvements and agent context patterns.
• jacob-bd/universal-skills-manager – Manage and sync agent skills across tools and machines.
• github/spec-kit – 💫 Toolkit for Spec-Driven Development with coding agents.
• github/awesome-copilot – Community instructions, prompts and configs for GitHub Copilot.
• microsoft/apm – APM, the Agent Package Manager.
• Agent-Agnostic Repository Guide – Structuring a repo so any coding agent can work in it.
• JGalego/Bag-of-Tricks – Practical LLM hacks: prompt patterns, token tricks, eval helpers.

• headroomlabs-ai/headroom – Compress tool outputs, logs, and RAG chunks 60-95% before they reach the LLM.
• rtk-ai/rtk – CLI proxy cutting LLM token consumption 60-90% on dev commands. Single Rust binary.
• colbymchenry/codegraph – Pre-indexed code knowledge graph for LLM agents; fewer tokens, fewer tool calls, fully local.

• stacklok/toolhive – Enterprise-grade platform for running MCP servers securely.
• docling-project/docling-graph – Transform unstructured documents into knowledge graphs.
• Samrajtheailyceum/ai-governance-mcp – MCP server for AI-governance workflows.
• Samrajtheailyceum/the-ai-republic – The AI Republic: A Dialogue — a written exploration of AI and society.
• harry0703/MoneyPrinterTurbo – One-click AI generation of short videos from a topic or keyword.
• EmergenceAI/Emergence-World – Benchmark for emergent AI intelligence, beyond what standard metrics capture.

• keras-team/keras – High-level deep learning API built on top of TensorFlow, JAX and PyTorch.
• scipy/scipy – Fundamental algorithms for scientific computing: optimization, signal processing, statistics and more.
• numpy/numpy – The foundational N-dimensional array library for numerical computing in Python.
• pallets/flask – Lightweight WSGI web framework for building APIs and web applications with minimal boilerplate.
• opencv/opencv-python – Python bindings for OpenCV, the industry-standard library for real-time computer vision.
• ultralytics/ultralytics – YOLO11 and YOLOv8 object detection, segmentation and pose estimation.

Projects, tools, and references related to the automotive sector that I have followed or worked on throughout my years of experience in the industry.

• vsomeip: Core Repo | Docker Benchmark | Bazel Build
• CommonAPI Runtimes: Core | SOME/IP | D-Bus
• CommonAPI Tools: Core Tools | SOME/IP Tools | D-Bus Tools

• eclipse-sdv – Eclipse Software-Defined Vehicle (SDV) ecosystem and safety-oriented middleware foundations.
• eclipse-sumo/sumo – Large-scale traffic simulation platform.
• afondiel/car-cluster-hmi – Instrument cluster HMI prototype.
• GomaaMohamed/Yocto_Car_Dashboard – Embedded dashboard built with Yocto.
• das-rise/CarFASE – Automated safety evaluation for driving simulations.
• slopespe/torque-to-me – AI maintenance assistant for old cars (torque specs, procedures).

[user]
    name = ...
    email = ...
[alias]
    st   = status
    br   = branch
    adu  = add -u
    co   = checkout
    cm   = commit
    cma  = commit --amend
    rei  = rebase -i
    rec  = rebase --continue
    rea  = rebase --abort
    plog = log --graph --pretty='format:%C(red)%d%C(reset) %C(yellow)%h%C(reset) %ar %C(green)%aN%C(reset) %s'