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• SME Governance: Qualified Subject Matter Expert in high-fidelity Clinical AI Governance and
medical data evaluation for frontier AI models.

• Marketplace Expertise: Qualified as a Subject Matter Expert (SME) within the Meridial
Expert Marketplace, specializing in high-fidelity Clinical AI Governance and medical data
evaluation.

• Clinical Quality Assurance: Led systematic safety calibration and adversarial testing of frontier medical models to
ensure 100% adherence to professional clinical standards and pharmacological accuracy.
• Medical Integrity Oversight: Audited Gold Standard clinical responses for complex multi-disciplinary queries
involving differential diagnosis and patient management protocols.

• Clinical Quality Assurance: Led systematic safety calibration and adversarial testing of frontier
medical models to ensure 100% adherence to professional clinical standards and pharmacological
accuracy.
• Medical Integrity Oversight: Audited Gold Standard clinical responses for complex
multi-disciplinary queries involving differential diagnosis and patient management protocols.

• Lead systematic Quality Assurance (QA) for LLMs, minimizing reasoning failures across
high-volume datasets.
• Enforce rigorous accuracy standards for sensitive clinical content to support model stability
and diagnostic reliability.

• Scientific Strategy & Implementation (Google & Anthropic): Directed clinical program alignment for a global
network of 80+ physicians, serving as the primary medical expert to ensure diagnostic reasoning and therapeutic
protocols met evidence-based standards.
• Medical Education & Workforce Training: Authored comprehensive Work Instructions (WIs) and scientific job aids
to calibrate global medical teams on clinical safety, empathy, and diagnostic accuracy.
• Clinical Safety & Root Cause Analysis (Amazon): Led systematic investigations into clinical reasoning failures
and hallucinations, utilizing RCA to implement Corrective and Preventive Actions (CAPAs) for system-wide safety.
• Regulatory & Data Governance (Meta): Enforced rigorous documentation and QA standards across high-fidelity
radiology, pathology, and laboratory datasets in compliance with global clinical safety norms.
• Scientific Exchange & Benchmarking: Reviewed and graded 200+ complex medical dialogues for diagnostic
reliability and scientific integrity, simulating the oversight required for medical publications and abstracts.

Scientific Strategy & Implementation (Google & Anthropic): Directed clinical program alignment
for a global network of 80+ physicians, serving as the primary medical expert to ensure diagnostic
reasoning and therapeutic protocols met evidence-based standards. Medical Education & Workforce Training: Authored comprehensive Work Instructions (WIs) and
scientific job aids to calibrate global medical teams on clinical safety, empathy, and diagnostic
accuracy. Clinical Safety & Root Cause Analysis (Amazon): Led systematic investigations into clinical
reasoning failures and hallucinations, utilizing RCA to implement Corrective and Preventive Actions
(CAPAs) for system-wide safety. Regulatory & Data Governance (Meta): Directed quality assurance and clinical accuracy analysis
across high-fidelity radiology (X-ray, MRI, CT), pathology, and laboratory datasets to optimize clinical
decision-making paths. Scientific Exchange & Benchmarking: Reviewed and graded 200+ complex medical dialogues for
diagnostic reliability and scientific integrity, simulating the oversight required for medical publications
and abstracts.

• Program Leadership: Led Clinical Program Alignment and knowledge transfer for 80+
global physicians, ensuring compliant and consistent data annotation for high-stakes AI
programs.
• Google Healthbench: Evaluated 200+ clinical conversations using rubric-based
frameworks; benchmarked AI models for safety, accuracy, and empathy.
• Amazon Slides VQA: Designed and executed a difficulty-tiered evaluation protocol for
Computer Vision models to identify and classify core reasoning failures.
• Anthropic Healthbench: Developed doctor-patient dialogues to identify hallucinations and
clinical judgment gaps in large language models.
• Meta Medical-Biology Captioning: Managed QA standards for the annotation of
biomedical images across anatomy, pathology, and radiology.

• Operations Management: Managed daily workforce operations, attendance, and compliance
audits. Trained personnel on digital workflows and operational tools to maintain efficiency.

• Operational Excellence: Managed daily workforce operations and workforce compliance
for an e-mobility startup.
• Digital Transformation: Trained labor teams on digital workflows and operational tools to
maintain audit-ready efficiency.

• Healthcare Workflows: Rotated through Internal Medicine, Surgery, and Pediatrics; assisted in diagnostic
evaluations and EMR/EHR documentation.
• Pharmacovigilance (GPV): Supported adverse event documentation and patient safety reporting in compliance
with Good Pharmacovigilance Practice standards.

• Healthcare Workflows: Rotated through Internal Medicine, Surgery, and Pediatrics; assisted in
diagnostic evaluations and EMR/EHR documentation.
• Pharmacovigilance (GPV): Supported adverse event documentation and patient safety reporting in
compliance with Good Pharmacovigilance Practice standards.

• Healthcare Workflows: Rotated through Internal Medicine, Surgery, and Pediatrics;
assisted in diagnostic evaluations and EMR/EHR documentation.

Transcribed medical records with 99%
accuracy.
Collaborated with healthcare professionals
to ensure proper documentation.