Profile

Programming Instructor transitioning into cybersecurity, with foundations in Python, data engineering, and Linux. Currently pursuing a B.S. in Cyberdefense at UNDEF and the Cisco Junior Cybersecurity Analyst path. I maintain a public technical atlas applying formal pedagogical methods (Ausubel, Sweller, Matuschak) to cybersecurity concepts, and publish technical write-ups on my blog. Particular interest in GRC, threat intelligence, and security awareness — roles where teaching, structured documentation, and knowledge organization translate directly into operational value.

Experience

Programming Instructor — Silicon Misiones

March 2023 - May 2025 · Remote · Cohorts of ~50 students with prior programming experience

Designed and delivered a 24-class hands-on curriculum across three progressive modules, taught live through interactive Google Colab notebooks where theory and exercises lived inline — authored with explicit pedagogical scaffolding (advance organizers, worked examples, retrieval prompts, error taxonomies).

  • Python foundations: types and control flow, pattern matching, OOP and design patterns, error handling, modules, and file I/O — applied to ETL exercises on real-world datasets.
  • Intermediate / advanced Python: generators and lazy evaluation, comprehensions, closures and decorators (timer, debug, memoize), regex-driven validation and extraction, ETL pipelines built around @dataclass and match/case.
  • Data Science & AI: NumPy vectorization, REST API integration with caching, Pandas data wrangling, data visualization with Seaborn/matplotlib, SQL and SQLAlchemy (Core/ORM), applied transfer learning via Hugging Face pipelines, and a closing module on exploratory data analysis (EDA).

Independent Projects & Public Work

Atlas — public knowledge graph for cybersecurity

Public atlas of cybersecurity concepts as atomic, interlinked nodes — definitions, prerequisites, common misconceptions, and retrieval prompts. The idea grew out of atomic-brain, a private agentic workflow I use for academic notes; now applied in public, with nodes seeded from my blog write-ups.

Technical blog

Long-form write-ups on cybersecurity, learning systems, and developer tooling — connecting hands-on labs and academic material to atomic concepts in the atlas.

Privacy-first B2B/B2C SaaS — in active development

Building a platform with event-driven architecture — high-concurrency workflows, real-time geospatial processing, and strict data segregation by design.

Education & Active Training

Technical Skills

CategoryTechnologies
CorePython, SQL, Bash, Linux (Fedora daily driver), Git
Documentation & technical writingMarkdown, MDX, Astro, LaTeX & TikZ, D3 force-directed graphs
Data analysis & reportingPandas, NumPy, SQLAlchemy, Seaborn, matplotlib
AI / NLP toolingHugging Face Transformers, LangChain, Claude Agent SDK, RAG (applied in atomic-brain pipelines)
Knowledge engineeringObsidian, atomic notes (Zettelkasten), spaced retrieval, agentic content pipelines
Cybersecurity (learning)MITRE ATT&CK, NIST CSF, ISO 27001 fundamentals, Cisco Networking Academy
Spoken languagesSpanish (native), English (B2), Portuguese (basic)

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