Vinny Polinati

Promoted from AI Content Analyst to Pod Lead for consistent high performance and team leadership. Supervise and guide a team of AI content analysts to ensure accuracy, consistency, and policy adherence in Generative AI training data. Conduct detailed evaluations of AI model outputs (LLMs) for linguistic, contextual, and factual precision. Curate, refine, and create adversarial prompts and red teaming data to improve AI reasoning and response quality. Collaborate with delivery managers and QA teams to streamline annotation workflows and maintain project KPIs.

Curated and validated multilingual datasets used to train large language models. Improved AI model understanding through contextspecific annotations, instruction-following evaluation, and inference-memory testing. Identified and escalated data inconsistencies, providing actionable feedback for model retraining. Assisted in developing guidelines for generative response evaluation across multiple content types.

Crafted adversarial text prompts in Telugu and English to test cultural sensitivity, tone, and contextual understanding in Gemini. Evaluated AI responses against predefined redteaming rubrics to detect policy gaps and improve local adaptation. Provided structured feedback and documentation for model safety and refinement.

Optimized the Chihuahua AI model using decision tree prompting, chainofthought reasoning, and structured questioning to improve accuracy and coherence. Applied instruction-following and inference-memory techniques to enhance reasoning depth and contextual retention. Improved multiturn interactions with ReAct and selfconsistency prompting for better contextual flow. Conducted audits ensuring LLM consistency, response quality, and adherence to client guidelines. Integrated RAG and NLP techniques to boost AI model performance and user experience.

Created SEOoptimized web, blog, and social media content using CMS tools. Developed technical guides, product descriptions, and newsletters tailored to audience needs. Conducted research to produce whitepapers and educational articles. Utilized AIpowered tools within CMS to enhance content quality and efficiency.

Reviewed and optimized ad creatives, sitelinks, and descriptive lines generated by AI systems. Ensured compliance with advertising policies and brand tone across campaigns. Improved ad relevance and CTR by curating highquality automated ad extensions. Trained and mentored new analysts in ad content evaluation and workflow management.