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I'm Vincent, an Operations & Tech Solutions Professional focused on efficiency, innovation, and digital transformation.

Exploring architectures, frameworks, and networks to understand how to build (and break) secure, resilient environments.

• Streamlining workflows with automation and local-first tools
• Cybersecurity tactics and vulnerability exploration
• AI/ML with an emphasis on offline LLMs and embeddings
• Adaptive systems and evolving algorithms

• Languages: Python 3.10+, Vanilla JavaScript, HTML5/CSS3
• Backend / APIs: FastAPI (async), Flask, Werkzeug, custom Python modules
• AI / NLP: PyTorch, Transformers, custom embeddings, offline intent mapping
• Networking & Systems: psutil, python-nmap, scapy, custom mappers
• Datastores: SQLite, PostgreSQL, Redis, Neo4j, pgvector
• Frontend & UX: Pure HTML/CSS/JS, dark theme, chat-first UI, slide-out panels, modal confirms
• DevOps & Observability: Docker, Kubernetes, Terraform, Ansible, Prometheus, Grafana, ELK
• Security Principles: access control, encryption, confirm-before-execute

Local-first. Minimal dependencies. Transparent flows.
I design ecosystems where every layer — from frontend to AI to system tooling — talks cleanly to the next.

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