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Solutions Engineer · Cadence Design Systems · Cork, Ireland

I build data systems and ML models that hold up in real use.

MSc in Artificial Intelligence. Extraction-flow automation at Cadence; machine learning, optimisation and AI-agent projects outside it.

Projects

All projects
Recorded 15-minute SOL window: the Binance ask (blue, left axis, 78.4 to 78.9) plotted against the Polymarket Up bid (orange, right axis, 0 to 0.9) over 900 seconds

Market systems2025–2026Stopped

Polymarket trading systems

Prediction-market research: a dataset builder, a 15-minute bot and a Rust + Python HFT recorder.

Experience

Full CV (PDF)
  1. 2023 — now

    Cork, Ireland

    Solutions Engineer · Cadence Design Systems

    Automation, debugging and large-scale data inspection for parasitic-extraction flows in silicon sign-off, working on Cadence Quantus.

    • Building an internal AI agent for the Quantus flow: it sends each question to curated knowledge, the official manuals or the run itself, and loads the procedure that says which flow files to open first.
    • Automated the ingestion of extraction data for batches from 10 to 1,000+ cells and 100 GB+ netlist workloads.
    • Built interactive Bokeh dashboards that cut faulty-net detection time by more than 50%.
    • Turned recurring workflow failures into reproducible diagnostics and corrective actions.
    • Python
    • Linux
    • Pandas
    • Bokeh
    • SQLite
    • AI agents
    • Retrieval
    How the agent is built
  2. 2022 — 2023

    Spain

    Quality Engineer · ALPS Electric

    Root-cause analysis and corrective actions on customer returns for automotive electronics.

    • Owned more than 20 customer returns, each closed with evidence and an identified failure pattern.
    • Documented repeatable investigations and escalation paths so the same defect did not come back.
    • Root-cause analysis
    • 5 Whys
    • Corrective actions
    • Quality control
  3. 2021 — 2023

    Spain

    IoT Developer · Electronic Projects

    End-to-end IoT prototypes, from firmware and radio links to the data reaching an application.

    • Built 10+ prototypes with custom C++ firmware, from hardware integration to application-level visibility.
    • Implemented real-time communication over BLE, LoRa, MQTT and RS-485.
    • C++
    • BLE
    • LoRa
    • MQTT
    • RS-485

About

Electronic engineer turned data and ML engineer. I like systems that keep working after the demo, and numbers I can defend.

  • Python
  • PyTorch
  • scikit-learn
  • LightGBM
  • Pandas / Polars
  • SQL / SQLite
  • Rust
  • TypeScript / React
  • Linux
  • n8n
  • Claude Code
  • MSc in Artificial IntelligencePolytechnic University of Madrid2024
  • BSc in Electronic Engineering and Industrial AutomationMiguel Hernández University2020

Contact

ramonfc98@gmail.com

Cork, Ireland · open to roles and collaborations