Roadmap

This roadmap outlines key developments for 2025.

In addition to the milestones outlined below, this preliminary roadmap will remain flexible and subject to change as we refine our approach. We will focus on continuous system enhancements, integrating new hypothesis-generation frameworks—including custom-built solutions, open-source innovations, and cutting-edge academic agentic systems—to push the boundaries of scientific discovery.

1

MVP Baseline [✅]

MVP uses a domain-specific Knowledge Graph (KG) focused on longevity research. Check the project description together with the baseline methodologies implemented in this initial phase.

2

Expansion & Datasets Development [Current Sprint]

• Expanding the KG framework to cover broader biomedical domains, including neuroscience, psychiatry, psychedelic science, and beyond.

• Building high-quality datasets to enhance hypothesis generation and domain-specific reasoning.

3

Dataset Generation from MVP [Current Sprint]

• Leveraging the MVP to generate datasets enriched by domain-expert feedback to refine the system.

• Extracting hypotheses, subgraphs, and other key insights to fine-tune a custom AI model for hypothesis generation.

4

Training Domain-Specific Models [Q2 2025]

Developing and training open-source and reasoning-enhanced hypothesis generation model for longevity to enhance the AI-driven research pipeline.

5

Framework Deployment [Q2 2025]

Releasing an open-source framework for hypothesis generation and enabling researchers to run it independently or integrate it into their workflows.

6

Models Integration & Optimization [Q3 2025]

Incorporating custom-trained models into the hypothesis generation system to improve relevance, quality, and accuracy of generated hypotheses.

7

Building Scientific World Model [Q3 2025]

Domain-specific KGs will be integrated into a unified, continuously evolving scientific world model. By synthesizing insights across disciplines, this world model will empower AI agents to explore and connect diverse knowledge domains.

8

Launchpad for Custom BeeARD Agents [Q4 2025]

Deploying a platform for people to permissionlessly generate and deploy custom BeeARD agents with their own wallets and tokens, enabling massive scaling and scientific acceleration through open-source BeeARD code.

DISCLAIMER This roadmap is for illustrative purposes only and includes forward-looking statements based on current plans, estimates, and projections. These statements are subject to risks, uncertainties, and changes beyond our control. Actual outcomes may differ materially. We do not guarantee the realization of any specific milestones or timelines presented.