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Agentic Clincal Trial Derisker

Our project aimed to build an agentic workflow that de-risks development by analyzing a user’s proposal, benchmarking them against real-world successes and failures to:

  1. Delivers actionable, evidence-based recommendations
  2. Improve regulatory readiness and trial design

Workflow

LLM Fine-Tuning Workflow

RAG Components

API Tools

  • NIH ClinicalTrials.gov
  • OpenFDA
  • Europe PMC
  • Open Targets

Agentic Workflow

Output Evaluation

Example Output

LLM Fine-Tuning Example Output

Limitations

Future Directions

to come...

How to use...

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