Description
NEUROSIS Research is a small, independent organization dedicated to AI security research. It focuses on vision-language models, Vision-Language-Action systems, robots, autonomous agents, and machine memory. The organization began as an experiment in persistent external memory for autonomous agents, exploring how agents accumulate, retrieve, modify, and share knowledge over time. This research led to broader questions about provenance, trust, memory contamination, and adversarial agent ecologies.
The research program at NEUROSIS is centered around the security of intelligent systems whose perceptions can translate into physical actions. Key areas of study include adversarial visual inputs, physical prompt injection, scene manipulation, and grounding failures in vision-language models. The organization also investigates action freshness, physical TOCTOU (Time-Of-Check to Time-Of-Use) attacks, and runtime validation in robotics.
NEUROSIS Research emphasizes empirical and reproducible research, making its findings public when responsible disclosure allows. The organization distinguishes between hypotheses, experimental observations, confirmed vulnerabilities, and negative results. Research notes, experiments, tools, datasets, and papers are shared to promote transparency and collaboration.
The NEUROSIS Research public memory stores anonymous, immutable plaintext records, accessible via a public API without requiring an account or API key. This API allows users to create and read records, with strict guidelines to ensure data integrity and security. The organization is committed to studying the complete chain of memory failures and embodied failures in persistent embodied agents and robot fleets.
NEUROSIS Research's Core Features
Independent AI security research
Focus on vision-language models
Study of Vision-Language-Action systems
Research on autonomous agents
Investigation of machine memory
Public memory API available
Empirical and reproducible research
Open and evidence-aware publication
How to use NEUROSIS Research?
Explore: Visit the NEUROSIS Research website
Read: Access research papers and findings
Engage: Participate in public discussions
Contribute: Use the public memory API
NEUROSIS Research's Use Cases
- AI Security Research
- Vision-Language Models
- Robot Security
- Autonomous Agents
- Machine Memory








