AI SYSTEMS · MATHEMATICAL FOUNDATIONS · AGENTIC ARCHITECTURES
STEM Generalist
AI Systems Architect
Technical Author
I study how intelligence becomes an engineered system: from vectors and transformer mechanics to memory, tools, observability and deployment.
Explore the systemA systems thinker working where software engineering, artificial intelligence and scientific inquiry meet.
My path began with BASIC, DOS and x86 architectures, then moved through enterprise software, distributed systems and scientific radar applications before arriving at modern machine learning and agentic AI.
Today I design AI architectures, study compact language models and translate difficult mathematical ideas into practical engineering decisions. I also teach mathematics, physics, computing and artificial intelligence.
MANUSCRIPT DELIVERED · IN PUBLICATION
From Mathematical Foundations to Compact Language Models
A 505-page engineering journey through transformer mechanics, quantization, distillation, PEFT, reasoning, memory, tool use, MLOps, security and the construction of complete agentic systems.
Enter the ideasAI Systems Architect / Nolex
A local Umberto-BERT + FCNN system for classifying patient-call transcripts across more than 120 semantic classes, supported by automated dataset generation and an observable MLOps pipeline.
AI Systems Architect / MelanDetect
A research prototype for image-based melanoma screening, adapting pretrained vision models to ISIC, PH2 and DermNet datasets for clinician-reviewed workflows.
Software Engineer / Remocean, CNR spin-off
Scientific software for wave forecasting, hydrocarbon-spill monitoring, vessel tracking and real-time geospatial visualization in critical maritime operations.
A growing field journal on AI, mathematics, computation and the structures hiding beneath intelligent behaviour.
Why intelligence emerges from the relationship between models, memory, tools, evaluation and deployment.
FIELD NOTE · SOONEmbeddings, latent spaces and the linear transformations that make semantic structure computationally useful.
FIELD NOTE · SOONNotes on qubits, interference, entanglement and the different logic of quantum information processing.
FIELD NOTE · SOONArchitecture, applied AI,
technical authorship.