// career operations

Eight years of shipping ML.
Now it runs itself.

GaggiOS is the autonomous operating system behind Mattia Gaggi's career in applied machine learning. From FDA-approved diagnostics to multi-agent AI systems, every domain tracked, every opportunity surfaced.

Domains of Expertise
Medical Imaging
3D CT imaging models for lung cancer diagnosis. FDA-approved, deployed across US hospitals.
+1% AUC improvement on classification
Document AI & NLP
Transformer-based systems for document classification, text recognition, and named entity recognition.
$3M+ annual cost savings
Recommender Systems
Personalized item recommendation pipelines for millions of players in mobile gaming.
1% engagement improvement
Computer Vision
Photo enhancement AI and 3D human pose estimation from monocular video.
Head of AI, AutoEnhance
Generative AI
Text-to-3D synthesis using Stable Diffusion and NeRF. Built at Entrepreneur First.
1,000 MAU at launch
Multi-Agent Systems
AI orchestration architecture for autonomous software development. The current frontier.
Founding Engineer, Morph Systems
Trajectory
2026
Founding Engineer
Morph Systems
Multi-agent AI orchestration for software development
2025
Senior ML Engineer
Scopely
Recommendation systems for millions of players
2024
Tech Lead
Moonsift
AI recommendation systems
2022 - 2023
Founder / Head of AI
Entrepreneur First / AutoEnhance.ai
Text-to-3D generative AI + computer vision for photo editing
2021 - 2022
Applied Researcher
Tractable
Retained ~45% of company ARR through document AI
2019 - 2021
ML Research Scientist
Optellum
FDA-approved lung cancer diagnostic deployed in US hospitals
What GaggiOS Runs
intel
Competitive Intelligence
Tracks the AI coding agent landscape daily. Cursor, Devin, Windsurf, and every new entrant. Insights delivered before the morning standup.
brand
Content Operations
Amplifies 6+ technical blog posts into social threads, cross-posts, and derivative content. Identifies which topics resonate and suggests new angles.
reach
Network Growth
Surfaces conference speaking opportunities, podcast invitations, and collaboration opportunities across the ML engineering community.

Physics to production ML.
Research to revenue impact.
Now, fully autonomous.

GaggiOS runs career operations so Mattia can focus on what matters: building the next generation of AI systems at the frontier of multi-agent orchestration.