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AI R&D Specialist | Building systems that shouldn't exist yet

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$ Margherita is ready.

Innovations /

2025-2026

Ontology Synthetic Agent Data Engine

Neurosymbolic synthetic data generator that transforms tool specs or constitutional principles into high-fidelity training trajectories for enterprise and research agents.

Neurosymbolic Synthetic Data Tool Use Constitutional AI

2026

Full-Duplex Voice Model

Native speech-to-speech model that listens and speaks simultaneously in one continuous stream, with interruptions, backchannels, laughter, expressive prosody, and learned turn-taking—without VAD or an STT/TTS cascade.

Full-Duplex Audio Speech-to-Speech Gemma 4 Mimi Codec

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2025-2026

ÆRA Enterprise LLM

4B-parameter Italian-first language model for AND EMILI, engineered for context-grounded automation, structured outputs, and secure on-prem deployment.

Custom LLM Italian NLP Function Calling On-Prem

2021-2026

Margherita Alignment Sandbox

Research language model built with synthetic data and constitutional AI, focused on mid- and post-training safety experimentation as an alignment R&D sandbox.

Synthetic Data Constitutional AI Safety Tooling Mid/Post-Training

2022-2026

Credem AI Assistant

Advanced customer service AI for major Italian bank. Handles complex queries with human-level understanding and response generation.

Cognitive Architecture Post-Training Neurosymbolic

2023

Document Intelligence Engine

AI system that extracts and structures data from legacy banking documents with unprecedented accuracy and speed.

OCR SFT

Services /

AI System Development

End-to-end development of custom AI solutions, from prototype to production. Specializing in computer vision, NLP, and autonomous systems.

Enterprise AI Integration

Seamless integration of AI capabilities into existing business processes. Focus on scalability, reliability, and ROI.

AI Research & Development

Cutting-edge research in AGI, mechanistic interpretability, and advanced ML architectures. Pushing the boundaries of what's possible.

AI Consulting & Strategy

Strategic guidance on AI implementation, from technology selection to deployment roadmap. Expert advice on emerging AI trends.

Custom Model Training

Development and fine-tuning of specialized AI models. Expertise in transfer learning, synthetic data generation, and model optimization.