
Humbert Costas
@humbertcostas
I build secure, scalable cybersecurity data platforms and AI knowledge systems.
What I'm looking for
I've built security data platforms at Nestlé, including streaming ingestion for 40 TB/day of telemetry and batch ETLs processing 20 TB/day. I enabled Global SOC access to roughly 6 PB of historical security data through Azure Databricks and reduced storage from about 6 PB to 2 PB, saving over 20% of cost.
As an independent consultant and researcher, I deliver security architecture, data engineering, and AI systems for regulated sectors. I build KGCS, a cybersecurity knowledge graph, and agentdef, a portable AI agent definition specification, while working with local LLMs and agentic AI tooling.
My work combines cybersecurity operations, data engineering, machine learning, and solution architecture. I've co-founded a cybersecurity company, built SOCs and threat intelligence products, taught cybersecurity master's courses, and contributed open-source fixes and tools for MITRE and NIST-aligned standards.
Experience
Work history, roles, and key accomplishments
Cybersecurity AI Solution Architect
Independent Consultant & Researcher
Oct 2025 - Present (11 months)
Delivers security architecture, data engineering, and AI systems engagements for clients in regulated sectors. Researches knowledge systems and agent architectures, and builds open-source tools including KGCS and agentdef.
Education
Degrees, certifications, and relevant coursework
Politecnico di Milano
Master's degree, Data Engineering and Applied Intelligence
2021 - 2023
Master's degree in Data Engineering and Applied Intelligence. Thesis on entity resolution comparing heuristic, LSTM, and DistilBERT models for mapping software titles to CPE identifiers.
Johns Hopkins University
Specialization, Data Science
2014 - 2015
Data Science Specialization from Johns Hopkins University via Coursera.
Universitat Politècnica de Catalunya
Master, Cybersecurity
2008 - 2009
Master in Cybersecurity from UPC esCERT.
Universitat Politècnica de Catalunya
Superior Degree, Computer Science
2000 - 2007
Superior Degree in Computer Science (Enginyeria Superior en Informàtica) from FIB, UPC Barcelona.
Carnegie Mellon University
Certificate, Incident Management
2010 -
Fundamentals of Incident Management course from Carnegie Mellon University.
Tech stack
Software and tools used professionally
Splunk
Apache Spark
Azure Storage
GitHub
Azure Pipelines
PySpark
Node.js
Databricks
Neo4j
Azure Stack
Terraform
Azure DevOps
React
Python
HTML5
PHP
JSON
R Language
TensorFlow
PyTorch
MLflow
Keras
Qualys
SumoLogic
AlienVault
Kafka Streams
TypeScript
Docker
Amazon Web Services (AWS)
SQL
Hugging Face
Ollama
Foundry
CrewAI
Anthropic Claude API
Cursor
GitHub Copilot
Bash
Agentic
LangGraph
LM Studio
Claude Code
ChatGPT
Azure AI Foundry
Availability
Location
Authorized to work in
Social media
Job categories
Skills
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