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Vicky NainiVN
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Vicky Naini

@vickynaini

LLM engineer at PM Accelerator building LLM-powered products; developing an elastic Qwen2.5-7B Mixture-of-Experts model with recursive self-learning.

India
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What I'm looking for

I want to grow into leading proprietary model development.

At PM Accelerator, I help design and build AI/ML-powered products, bringing in LLM, retrieval, and agent techniques where they fit. I’m an LLM engineer who likes building language-model systems people can actually trust.

On my ongoing personal project, I’m developing an elastic Mixture-of-Experts version of Qwen2.5-7B with recursive self-learning. I evaluate each round against the base model, tracking quality, latency, and active-parameter cost.

I built AIRA, an autonomous LLM agent system that works across several providers, with health-scored failover and 800+ automated tests to catch regressions and hallucinations. I also added a self-learning loop and a risk classifier that checks actions before they run.

My other projects include fine-tuned conversational models, NL-to-SQL and metric-investigation agents, and document question answering. I back this work with labeled evaluations and an LLM evaluation framework; I want to grow into leading proprietary model development.

Experience

Work history, roles, and key accomplishments

PA

Generative AI / ML Engineer Intern

PM Accelerator

Helped design and build AI/ML-powered products, bringing in LLM, retrieval and agent techniques where they fit.

Education

Degrees, certifications, and relevant coursework

NT

Neil Gogte Institute of Technology

B.Tech, Computer Science Engineering (AI & ML)

Pursuing a Bachelor of Technology in Computer Science Engineering with a specialization in AI and Machine Learning.

IL

Innomatics Research Labs

Data Science & Generative AI, Data Science & Generative AI

Completed a program in Data Science and Generative AI, covering machine learning, data analysis, and AI techniques.

AN

Anthropic

Claude 101, AI

Earned the Claude 101 certification from Anthropic, covering fundamentals of Claude and AI safety.

AN

Anthropic

AI Fluency Framework & Foundations, AI

Earned the AI Fluency Framework & Foundations certification from Anthropic, covering core AI concepts and applications.

IL

Innomatics Research Labs

Exploratory Data Analysis, Data Science

Earned the Exploratory Data Analysis certification from Innomatics Research Labs, covering data exploration and visualization techniques.

IL

Innomatics Research Labs

Power BI, Data Science

Earned the Power BI certification from Innomatics Research Labs, covering data visualization and business intelligence.

IL

Innomatics Research Labs

Machine Learning, Machine Learning

Earned the Machine Learning certification from Innomatics Research Labs, covering core machine learning algorithms and applications.

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