Interpretability·2025
On the Geometry of Concept Representation in Language Models
We show that high-level concepts in transformer models form predictable geometric structures, enabling targeted concept editing without retraining.
Olyxee LabResearching Organizational
Intelligence
Olyxee Lab explores how intelligence might exist at the level of an organization. Our long-term research direction is toward organizations that can learn from experience, coordinate people and machines, adapt and improve over time.
Research
areas
Active
Organizational Intelligence
Understanding how organizations can behave as intelligent computational systems that learn from activity and outcomes.
Exploring
Adaptive Organizations
Researching how organizational processes and coordination structures might adapt as conditions change.
Exploring
Human-AI Coordination
Exploring how people, AI agents, software and machines can coordinate toward shared organizational objectives.
Exploring
Organizational Models & Simulation
Investigating computational models for reasoning about organizational states, possible actions and their consequences.
Exploring
Autonomous Agents
Researching agents that can operate reliably across long-running organizational tasks and environments.
Exploring
Self-Improving Systems
Investigating how organizational systems might learn from outcomes and progressively improve their operation.
Earlier work
AI Safety·2025
Verification-First Deployment for Edge AI Systems
A framework for systematic pre-deployment verification of AI models targeting heterogeneous edge hardware.
Efficient Intelligence·2025
Sparse Attention Is All You Need: Efficient Transformers for Resource-Constrained Environments
We demonstrate that structured sparse attention patterns can match dense attention quality at 40% of the compute budget.
AI Safety·2024
Failure Mode Taxonomy for Deployed AI Systems
A comprehensive classification of how AI systems fail in production, with detection signatures and mitigation strategies for each mode.
Our approach
Research in the open
We share research and ideas as our work develops, contributing to broader discussion about organizational systems.
Human objectives
We explore how adaptive systems can remain aligned with human objectives, oversight and governance.
Research in practice
Orgni and Olyxee Logistics provide practical contexts for learning about information, people and processes in real organizations.
Join us at
the frontier
We're looking for researchers and engineers interested in the long-term challenge of Organizational Intelligence.