Mir Samreen

Mathematician and AI Research Analyst with 4+ years of applied experience at the intersection of advanced mathematics, AI model alignment, and academic research. Proven subject matter expertise across frontier AI systems including OpenAI, Google Gemini, Anthropic Claude, and Meta — evaluating and refining graduate-level mathematical content spanning Real Analysis, Number Theory, Abstract Algebra, Stochastic Calculus, and Quantum Calculus. Published researcher in peer-reviewed mathematics journals, with additional recognition as a cited expert in national media.

Open to Research Associate, AI Trainer SME, and related roles that combine rigorous mathematical expertise with research and analysis, with a long-term goal of doctoral study in mathematics.

Math Content Reviewer - DojoStack AI

(2025-08)

• Conducted pre-publication review and quality assurance of AI-generated mathematics solutions across four international curricula: SAT, GCSE, AP, and VCE.
• Verified mathematical correctness, LaTeX formatting accuracy, image integrity, and alignment with official mark schemes before client delivery.
• Served as final gatekeeper in the content pipeline, ensuring curriculum fidelity and pedagogical clarity across a high volume of problems.

AI Math Specialist - Outlier

(2024-08)

• Authored and evaluated advanced mathematics problems and model responses spanning Real Analysis, Abstract Algebra, Number Theory, Combinatorics, and Probability for AI training datasets.
• Ensured logical rigour, solution correctness, and consistency of step-by-step mathematical reasoning to improve model performance on graduate-level tasks.

Research Analyst – Advanced Mathematics - Turing

(2024-09 - 2025-04)

• Recruited via LinkedIn to evaluate advanced mathematics outputs for AI development projects supporting Meta, Google Gemini, and Anthropic Claude.
• Applied Reinforcement Learning from Human Feedback (RLHF) and Supervised Fine-Tuning (SFT) methodologies to assess mathematical reasoning quality in model responses.
• Specialised in image-based problems, LaTeX-formatted solutions, graph interpretation, and step-by-step proof evaluation for model fine-tuning pipelines.

Senior AI Data Trainer - Invisible Technologies

(2024-05 - 2025-07)

• Served as Senior Subject Matter Expert in mathematics for AI alignment projects commissioned by OpenAI, AI21 Labs, and Google Gemini.
• Applied OpenAI-designed evaluation rubrics to assess model outputs for mathematical accuracy, reasoning quality, and safety compliance across STEM domains.
• Covered graduate-level topics including multivariable calculus, linear algebra, probability theory, and proof-based mathematics.

Math Expert – AI Data Trainer - Scale AI

(2023-12 - 2024-03)

• Evaluated AI-generated content on advanced mathematical algorithms and proof-based concepts, contributing to generative AI training datasets.
• Assessed adherence to quality protocols and content guidelines, improving mathematical comprehension and output reliability of model responses.

AI Mathematics Writer - SoftaAge Technologies

(2023-07 - 2023-09)

• Produced mathematically rigorous ideal completions for Perplexity AI-generated mathematics queries, formatted in Markdown and LaTeX.
• Evaluated AI outputs for conceptual accuracy, clarity, and correctness across calculus and algebra topics.

Research Analyst - Projectnile

(2021-07 - 2022-06)

• Conducted data analysis for the "I Am Trans" initiative — a nonprofit campaign supporting economic rehabilitation of pandemic-affected transgender communities, including employment mapping and small business facilitation.
• Authored three published mathematical expositions on P vs NP, quantum computing, and number theory, selected based on analytical depth and ability to simplify complex concepts for broader audiences.

AI/ML Solutions Architect - Daan Veda

(2023-01 - 2023-03)

• Contributed to the development of a fundraising-focused GPT product for the nonprofit sector, working on Retrieval-Augmented Generation (RAG) pipeline design and evaluation.
• Conducted cosine similarity benchmarking and comparative retrieval tests to optimise semantic search quality and contextual relevance of model outputs.
• Supported fine-tuning of open-source language models for domain-specific fundraising applications.

Senior SME Consultant - iMerit Technologies

• Pilot Project
• Recruited as Senior Subject Matter Expert for an AI fine-tuning pilot project; contributed to RLHF-based model refinement for generative AI applications through prompt-response design and evaluation.

Mathematics Tutor - Private Tutoring (SuperProf & Referrals)

(2022)

• Delivered one-on-one online mathematics tutoring to students in the US and Australia, covering Pre-Calculus, AP Calculus AB, and VCE Mathematics across multiple academic years.
• Built sustained mentoring relationships with students, supporting exam preparation and conceptual mastery.

M.Sc. - Mathematics - Lovely Professional University (2023 - 2025)

B.Sc. Honours - Mathematics - Hansraj College, University of Delhi (2019 - 2022)