Dashboard
An interactive overview of Aubrai's performance from October 2025.
Executive Summary
This report synthesizes feedback from Aubrai’s recent integration into VitaLabs. While the agent demonstrated significant promise as a thought partner—expanding experimental plans and generating novel, cross-disciplinary hypotheses—these successes also highlighted a critical gap between its impressive knowledge base and its scientific reasoning. Key challenges include a lack of consistent, context-aware judgment, a persistent positivity bias, and a tendency to favor novelty over practicality. The recommendations within this report are designed to bridge this gap, focusing on instilling a more reliable scientific mind in the agent and enhancing its practical utility through features like a personalized "Researcher Mode."
Critical weaknesses hindering scientific reliability.
A tiered plan to improve reasoning, UX, and features.
Mapping Problems to Solutions
This visualization connects identified failure modes to the proposed recommendations. Hover over a failure mode to see which recommendations address it.
Case Studies: Aubrai in Action
How researchers in VitaLabs utilized Aubrai for their projects.
Key Challenges & Failure Modes
A breakdown of the 8 most significant barriers to Aubrai’s utility and trustworthiness.
Actionable Recommendations
A prioritized, tiered plan for the VitaDAO AI team to enhance the agent.