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jmanuelc87/README.md

hey, I'm Juan Manuel 👋

Senior AI/ML Engineer · breaking and rebuilding LLM systems in production · MSc Applied AI

Somewhere between embedded firmware and cloud-native AI platforms, that's usually where you'll find me. I like systems that scale, code that's boring in the best way, and the occasional 2am debugging session that turns into a blog post.

🧠 what I'm up to

  • 🔭 shipping cloud AI pipelines and backend services that don't fall over at 3am
  • 🌱 going deep on agent systems & RAG with LangChain / LangGraph
  • 👯 down to collab on anything open-source: AI/ML, distributed systems, cloud orchestration
  • 💬 happy to nerd out about Java, Python, Spring Boot, Kafka, k8s, Docker, computer vision, or how to actually make AI useful for a business
  • ⚡ fun fact: I went from flashing STM32 boards to deploying LLMs on Kubernetes — same itch, different scale
  • 📫 say hi → LinkedIn

🎧 currently on loop

spotify-github-profile

Soundtrack tends to swing between lo-fi for refactors, post-rock for architecture diagrams, and aggressive techno when the build is broken.

🛠️ stuff I reach for

languages & frameworks

Java Python SQL Spring Boot Kafka Hibernate

databases & caching

PostgreSQL MySQL Oracle Redis SQL Server

devops & cloud

OCI Terraform Kubernetes Docker CircleCI Jenkins Spinnaker

ml & data

TensorFlow PyTorch Keras scikit-learn NumPy Pandas LangChain

📊 the receipts

thanks for stopping by ✌️ ping me if you want to build something weird and useful.

Pinned Loading

  1. advanced-cv advanced-cv Public

    Advanced Computer Vision experiments covering image classification, transfer learning, object detection, OCR, and semantic segmentation.

    Jupyter Notebook

  2. bolt bolt Public

    Alternative firmware for ROS Robot Expansion Board from yahboom

    C 1

  3. argus argus Public

    Conector and GUI for ROS Robot Expansion yahboom board with bolt firmware

    Python

  4. mna-notes mna-notes Public

    Repository to hold all the notebooks, lectures, and activities created during my master degree.

    Jupyter Notebook