Projects & Case Studies
A curated selection of projects demonstrating technical depth, architectural thinking, and measurable real-world impact.
AI for Financial Reconciliation
AI & Software Engineer
Machine learning system for automatic classification of bank transactions, integrated into real accounting workflows.
What I did
- Designed and trained classification model to match bank transactions to accounting entries
- Built the data pipeline from raw bank exports to structured, labeled datasets
- Integrated the ML system into the existing accounting platform used daily by operators
- Iteratively improved accuracy based on real user feedback and edge cases
Impact
- Reduced manual reconciliation time from hours to minutes per batch
- Deployed in production at Tecnos Group, handling real financial data
AI for Medical Imaging & Research
AI Researcher & Data scientist
Alzheimer detection from MRI and tumor diagnosis combining imaging with genomic data. Co-authored patent with research group.
What I did
- Developed deep learning models for Alzheimer detection from brain MRI scans
- Built multi-modal pipelines combining medical imaging with genomic data for tumor classification
- Built ML Model for Genomic Data classification
- Co-authored a patent with Aigon SRL (Ex Gate To Brain) research group on the diagnostic methodology
- Handled complex data preprocessing including 3D volumetric MRI normalization
Impact
- Achieved clinical-grade diagnostic accuracy on benchmark datasets
- Co-authored patent and contributed to published research
Rotor — Enterprise Management System
Full-Stack Architect & Lead Developer
Full management system for repair centers handling operations, workflows, payments, and customer processes end-to-end.
What I did
- Designed the full system architecture
- Built the operational workflow engine covering intake, repair tracking, invoicing, payments, and customer communication
- Implemented payment processing and integration with external accounting systems
- Led development from initial requirements to production deployment
Impact
- Used daily by repair centers to manage their entire operation
- Replaced fragmented spreadsheet-based processes with a unified platform
Leaf — Modular Business Platform
Architect & Lead Developer
Event-driven, multi-tenant platform for integrating and orchestrating business systems. Designed for Italian SMEs using existing ERPs.
What I did
- Designed the full architecture: bounded contexts, event bus with outbox pattern, adapter hub
- Built the core modules (accounting, HR, invoicing, cost control) following DDD principles
- Implemented multi-tenant data isolation and integration adapters
- Defined the domain event vocabulary and cross-module communication contracts
- Developed all the Data architecture
Impact
- Architecture validated against real SME workflows and data volumes
- Currently in active development — targeting first production deployment
SDIInterop — AE Enterprise integration module
Software Engineer
Integration layer for Italian electronic invoicing (SDI), handling communication with Agenzia delle Entrate for compliant invoice exchange.
What I did
- Designed a modular integration layer for SDI communication (sending, receiving, status tracking)
- Implemented XML generation and validation against official SDI schemas
- Made the module reusable across multiple client applications and projects
Impact
- Deployed in production handling real electronic invoices
- Eliminated manual invoice submission & data storage and reduced compliance errors
Glide — Cross-System Workflow Engine (Leaf Module)
System Architect & Software Engineer
Centralized engine to track and orchestrate workflows across multiple software systems, introducing the concept of unified 'cases' spanning tools.
What I did
- Defined the core abstraction: a 'case' as a cross-system workflow unit with lifecycle tracking
- Designed the integration model for connecting heterogeneous tools through a unified event layer
- Mapped out the data model, API surface, and extension points for third-party adapters
- Evaluated architectural trade-offs between orchestration and choreography patterns
Impact
- Architecture design completed and documented
- Concept validated against real multi-tool workflows in consulting and development teams
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