Insights

Technical depth on reinforcement learning, production ML deployment, and decision AI — from 25 years of research-backed practice.

Latest Articles
Reinforcement Learning
Why Sim-to-Real Transfer is the Bottleneck in Industrial RL (And How to Fix It)
The gap between simulation training and real-world deployment kills more RL projects than any algorithm choice. A four-phase framework for crossing it reliably — with case studies from biotech and industrial robotics.
Stefano Ghirlanda · Apr 21, 2026 · 9 min Read →
Coming Up
In Progress
Reward Shaping Without Reward Hacking: A Practitioner's Framework
In Progress
When to Use RL vs. Classical Optimization: The Decision Guide VPs Actually Need
Planned
Multi-Agent RL in Production: Coordination, Emergent Behavior, and Failure Modes

Have an RL deployment challenge?

We work with companies from research audit through production deployment. Engagements start at $30K.

Work With Us