Knowledge map
Everything I do, connected.
Each point is a tool, an area, a role, a project or a qualification; each line, a real relationship between them. Hover to see its connections, tap one to read its card, and drag to explore.
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Text index of the map
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Guillem Navarro Vargas
Industrial engineer and Head of AI at BTECH. The centre of the map: the areas I work in, my experience and my education all branch out from here.
- Analysis and simulation
NVIDIA Omniverse · NVIDIA PhysicsNeMo · NVIDIA Warp · ANSA · Pam-Crash · Abaqus · Meta · SolidWorks · MATLAB and Simulink · Ansys · Autodesk · Robotics simulation
- Applied AI
LoRA-fine-tuned LLMs · RAG · Autonomous agents · Memory systems · Nemotron 3 Super · Nemotron 3.5 Lightning · Nemotron 3.5 Content Safety · Nemotron Parse · Cosmos 3 Edge · NVIDIA cuOpt · LangChain · Open WebUI · TensorFlow · Milvus · NVIDIA cuVS · OpenAI API · Whisper · VLMs · Tool-call parsers · TimesFM · Hunyuan-MT 7B · NeMo Retriever · NV-EmbedQA-E5-v5 · Nemotron Rerank · TensorRT & TensorRT-LLM · NVIDIA Dynamo · NVIDIA NIM · NeMo Guardrails · NVIDIA OpenShell · Nemotron VL · Qwen · Llama · Mistral · Gemma · DeepSeek · Claude · Claude Code · ChatGPT · Perplexity · vLLM · LLM gateway and tracing · NVIDIA NeMo Agent Toolkit · Speech and avatar · Microsoft Presidio · Cosmos Reason · Nemotron 3 Nano
- Governance and compliance
Regulation (EU) 2024/1689 · ISO/IEC 42001 · ISO/IEC 27001 · ISO 9001 · TISAX · Use-case risk classification · Conformity assessment
- Infrastructure and compute
NVIDIA DGX Spark (GB10) · Kubernetes · RKE2 · CUDA · Argo CD · GitLab · Coder · Docker · Istio · Python · Linux and Linux Server · Windows Server · Git · LaTeX · NVLink · NCCL · Dell servers · Token economics · Hardening · Kubernetes platform · Fleet management · Software supply chain · GPU platform · Storage and backup · Databases and caching · Observability · Secrets and identity · Runtime isolation · Base system
- Systems and platforms
Active Directory · authentik · SAP · Azure · Citrix · VPN · Access control · n8n · Wiki.js · Drupal · Jira · Power Automate · Odoo · Moodle
- Energy and plant
Self-consumption solar · Industrial IoT · ERP · Minitab
- Management & people
Team leadership · Project management · Hiring & onboarding · Executive communication · Negotiation · Mentoring · OKRs & KPIs · Cross-functional work
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Head of AIBTECH · Barcelona Technical Center · 04/2025 — present
Built the AI department of a 400-engineer company: I proposed the business case, defended it to the leadership and set the area up from nothing, reporting directly to the CEO. Team leadership and cross-departmental work with the rest of the organisation, starting with finance: process automation and KPI and indicator systems, with cases where three months of a person’s annual work came down to hours. A significant part in bringing in Regulation (EU) 2024/1689 and the management framework aligned to ISO/IEC 42001, along with the internal training on both. An AI ecosystem integrated into simulation and CAD workflows, with LoRA-fine-tuned LLMs, RAG, autonomous agents and memory systems on Kubernetes and in-house GPU compute. Token economics and hardening (CIS, DISA STIG, FIPS 140-2) by design: sensitive data never leaves the company.
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CAE Engineer and AI Integration LeadBTECH · Barcelona Technical Center · 10/2023 — 04/2025
Finite element analysis on automotive components with ANSA, Pam-Crash, Abaqus and Meta, and integration of LLM engines and RAG architectures into the simulation workflow.
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IT Engineer and Process Automation SpecialistIndustrial company · 03/2016 — present
Held alongside the rest of my career. Optimisation of distribution, data transfer, backups, updates and IoT integration. Key part of developing an 86 kW photovoltaic plant and of ERP roll-out across industrial and logistics operations.
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R&D ConsultantFI Group · 06/2022 — 12/2022
Technical reports and direct client relationships. Coordination of grants, tax deductions and social-security rebates, both self-assessed and certified.
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IT Access Control Management · internshipGrifols S.A. · 12/2020 — 07/2021
Joined as a level-2 helpdesk technician and was promoted to access control management: systems administration, Active Directory and SAP.
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Corporate Communications DirectorFòrum ETSEIB · 09/2020 — 10/2021
Led the corporate communications area and the team within it: negotiation and company relations for the school’s careers forum. The first team I led.
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An enterprise-intelligence ecosystemEnterprise intelligence
AI area built from scratch: an enterprise-intelligence ecosystem in the spirit of Palantir, on in-house infrastructure. From retrieval-augmented generation (RAG) toward ontology-augmented generation.
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ERP architecture and plant securitySystems · IT
Definition of the ERP architecture, access and network management, biometric control and automation of administrative and production processes.
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Finite element analysis: static and dynamicSimulation
A complete simulation chain on automotive components: pre-processing and meshing, dynamics and impact, static and non-linear analysis, and post-processing with repeatable reports.
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A complete EMS: from sensors to a P2P marketEnergy · IoT
A master’s thesis with a prototype validated end to end: sensing, Kubernetes, time series, a local LLM as the analyst and the design of a peer-to-peer energy market on blockchain.
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The TCA cycle as a clean energy sourceBioenergy · Innovation
A biofuel cell that extracts all the energy in the blood’s glucose, sized to power a pacemaker for life. Patent process started.
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Postgraduate in Data Centre Energy Management · Schneider trackUPC School · Schneider Electric · 05/2026 — 09/2026
Critical infrastructure end to end: advanced energy management of data centres, innovation in cooling and control systems, and the design and operation of hybrid AC/DC microgrids and uninterruptible power systems.
- Master’s in Energy EngineeringUPC · ETSEIB · 09/2022 — 05/2025
- Master’s in Industrial EngineeringUPC · ETSEIB · 09/2022 — 05/2025
- Bachelor’s in Industrial Technologies EngineeringUPC · ETSEIB · 09/2018 — 07/2022
- Large Language Model Agents (MOOC)UC Berkeley · 01/2025 — present
- Psychology degreeUNED · Spain’s national distance university · 10/2026 — present
- Course in Deep Tech to MarketUPC School · Fractus-UPC Deep Tech Hub · From 11/2026
- NVIDIA-Certified Associate · Generative AI LLMsNVIDIA · 2025
- Deploying RAG Pipelines for Production at ScaleNVIDIA DLI · 2025
- Certified SolidWorks AssociateDassault Systèmes · 2019
- AutoCFD · Automotive CFD Prediction WorkshopWorking group · monthly meetings · International
- Perplexity · AI Business FellowshipFirst cohort · Program community
- Hugging Face · open-source communityActive · Models and open robotics
- Agentic systems applied to private investigationDETCON · Private investigators congress, Barcelona · 2026