Create Complex STEM Problems for AI Evaluation

@sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr

@OlektraGroup

Hi, You need 20 original, graduate-level STEM problems in Robotics, RL, or CV to stress-test frontier AI reasoning, requiring rigorous LaTeX formulations and verifiable Python implementations. I’ve previously engineered complex deep learning pipelines, including a custom CNN-based facial liveness system and MRI reconstruction models. For your robotics or RL tasks, I typically employ Lyapunov stability analysis or policy gradient derivation to ensure the mathematical formulation maps cleanly to executable code. I prioritize edge-case robustness—specifically handling non-convex objective functions—to ensure the problems are genuinely difficult for LLMs to solve via pattern matching. I can deliver 5 high-quality problems per week. Are you looking for the problem set to focus on theoretical convergence proofs or practical algorithmic implementation?

@Maryam015014

Hi, I am a Physicist (PhD) and a Mathematician. I am willing to provide you sample question. Plz share detailed brief with me. I believe I'm the perfect fit for your project needs. With a PhD in Physics and a strong background in Mathematics along with my current role at IRCBM (Interdisciplinary Research Center for Biomedical Materials) performing advanced research, I have built an in-depth knowledge of creating complex problems and solutions from scratch. I can produce 4-5 original tasks per week, maintaining strict adherence to your quality requirements. Having spent years using LaTeX to prepare and publish my own research papers, I'm not concerned with producing clean representations clearly indicating all problem aspects and their solutions, regardless of the domain. Moreover, as an experienced Mathematician and Physicist, I've developed effective approaches to challenging problems in fields ranging from Classical and Quantum Mechanics to Condensed Matter Physics. Finally ,rest assured that no AI will be utilized in leveraging any part of this project; all my outputs will be the result of my personal thought processes, experience, and expertise. Overall, I'm confident that my skills bring a unique perspective that will be immensely valuable in developing truly challenging STEM problems for AI evaluation.

@avinashdubeyg209

Passionate STEM creator here with a strong background in AI and complex problem formulation. I've got extensive experience with python, matlab, and a deep love for robotics and physics. Eager to craft 20 tough, origianl problems to push AI limits, let's collaborate in shaping an insightful challenge for advanced algorithms. Ensuring unique, compelling content that'll truly test model capabilities.

@Aaleen110

I understand you need 20 original, complex STEM problems for AI evaluation, specifically focusing on advanced areas like Robotics, Computer Vision, and Reinforcement Learning. My background includes developing challenging algorithmic puzzles for novel system testing, and I successfully created a benchmark suite that increased AI model error rates by 30% on complex reasoning tasks. I will deliver 20 distinct problem statements, each with a clear objective, input specification, and expected output format. For mathematical and physics problems, these will be provided as clean LaTeX files. For Robotics, CV, and RL, problems will include a problem description, simulated environment setup instructions (using Python and relevant libraries like PyBullet or OpenAI Gym), and evaluation metrics. What is the desired level of detail for the input/output specifications for the Robotics and CV problems to ensure reproducibility? Ready to start as soon as you confirm scope.

@vishal1145

Your AI evaluation dataset will fail if the problems are solvable by pattern matching against existing academic literature. Graduate-level STEM problems require domain-specific constraint design — for example, a robotics control problem needs carefully tuned state-space dimensions to avoid trivial solutions, and RL tasks need reward shaping that exposes reasoning gaps rather than memorization. Quick questions - what verification process are you using to detect if submitted problems already exist in arXiv preprints or conference proceedings? And are you testing these against specific frontier models (GPT-4, Claude 3.5) with known benchmark scores to calibrate difficulty? Here is the architectural approach: - PYTHON + LATEX: I will deliver self-contained problems with executable simulation code (NumPy/PyTorch for RL, OpenCV for vision tasks) and rigorous LaTeX proofs that include complexity analysis and edge case handling. - REINFORCEMENT LEARNING: I design sparse-reward MDPs with non-obvious optimal policies, requiring multi-step credit assignment that standard Q-learning cannot solve without hierarchical decomposition. - COMPUTER VISION: I create geometric reasoning tasks (3D pose estimation under occlusion, multi-view consistency checks) that require closed-form solutions rather than learned heuristics. I have published 4 peer-reviewed papers in robotics conferences and built ML evaluation frameworks for a defense contractor that required provably novel test cases. Let's schedule a 20-minute technical call where I walk through one sample problem live to demonstrate originality and rigor before you commit.

@mykhaylob4

✋ Hi there. I can author complex original STEM problems in Robotics, Control Systems, and Reinforcement Learning with rigorous solutions and executable Python code. ✔️ I have a strong research background in autonomous systems and reinforcement learning, with experience creating high-level algorithmic problems for academic challenges . My expertise aligns perfectly with the required domains. I can produce 3-5 problems per week. I will deliver clean LaTeX formulations with step-by-step proofs and standalone Python code that solves each problem, adhering to the strict originality and graduate-level difficulty requirements. Please click the 'Chat' button to start our valuable conversation. Looking forward to collaborating with you! Best regards, Mykhaylo

@eduard141

Hi, I have a strong background in Python, mathematics, machine learning, and algorithm development, and I'm interested in contributing original graduate-level STEM problems for AI evaluation. I understand the importance of originality and rigorous problem design. I can produce well-documented, self-contained problems with complete LaTeX solutions and, where required, clean Python implementations. I'm comfortable working in areas such as Computer Vision, Reinforcement Learning, Robotics, and advanced mathematics. I can deliver **4–6 high-quality problems per week**, depending on their complexity, and I'm happy to provide the requested sample problem during the interview process. I look forward to discussing the detailed requirements and contributing to your project. Best regards, Eduard

@dataspro

Nice to meet you , My name is Anthony Muñoz, I express my interest in working on your project after carefully reading the requirements and concluding that they match my area of knowledge and skills. I am currently the lead engineer for the IT agency DSPro and I have more than 10 years of experience in the field. I have successfully completed a large number of similar jobs and I consider your project to be a challenge in which I would like to work and be able to make it a reality. Please feel free to contact me, it will be my pleasure to help you. I greatly appreciate the time provided and I remain attentive to any questions or concerns. Greetings

@abdf2010

Hi, I read your project "Create Complex STEM Problems for AI Evaluation" and I can help. I have solid experience in Python, Matlab and Mathematica, Machine Learning (ML) and can deliver clean, reliable work. Happy to discuss scope and start right away.

@coretus

Hi, I specialize in developing complex STEM problems tailored for advanced AI evaluation. With over 15 years of experience in machine learning and a strong academic background in engineering, I can deliver rigorous, original problems across various domains like robotics, computer vision, and reinforcement learning. I am comfortable using LaTeX for precise problem formulation and can provide executable Python code for solutions. As an experienced researcher, I ensure all work will be 100% original, adhering strictly to your quality requirements. For this project, I can commit to producing 5 problems per week, ensuring quality while meeting deadlines. I would love to understand any specific focus areas or types of problems you need, so please let me know your thoughts. I look forward to the opportunity to discuss this further. Regards, Anil Kamani

@antejurjevic8

Hello! I have master degree in Discrete mathematics and its applications which was obtained with honors. I can produce 20 high complex mathematic problems and solutions in the Latex in 15 days because that is my profession. Hope I will share you my work and discuss the details of this interesting project with you. Best regards, Ante Jurjević

@alluankit01

Hi, I can author original advanced STEM problems for AI reasoning evaluation, with rigorous LaTeX solutions and executable Python code where required for CS-focused domains. My strongest areas are mathematics, algorithms, robotics/control, computer vision, reinforcement learning, and Python-based problem solving. I can create self-contained graduate-level tasks with clear assumptions, uniquely determined answers, formal derivations, and clean validation code when needed. I understand the strict requirements: * 100% original problems * No copied textbook/dataset material * No AI-assisted generation * Rigorous worked solutions * LaTeX formatting * Python code for robotics/RL/CV tasks * Final answers that are testable and unambiguous My preferred domains are: * Advanced algorithms and optimization * Robotics/control systems * Reinforcement learning * Computer vision geometry * Applied mathematics Deliverables can include: * 20 original problems * LaTeX problem statements * Step-by-step rigorous solutions * Final answer verification * Python solver files where required * Clean, executable, documented code * Revision support after review feedback Availability: I can produce around 3–5 high-quality problems per week depending on difficulty and review depth. I will not attach a sample here, as requested. I can provide one short graduate-level sample directly in chat after shortlisting. Best regards Ankit

@bizvivo

I hold a graduate‑level background in [insert your specialization: Mathematics, Robotics, RL, or Computer Vision] with research and algorithm engineering experience. I’m comfortable producing original, PhD‑level problems in LaTeX (and Python where required), complete with rigorous proofs, worked solutions, and executable code. My expertise spans advanced mathematics, control systems, and reinforcement learning, ensuring problems are both technically sound and genuinely challenging. I can deliver 20 unique tasks meeting your originality and formatting requirements, with a clear schedule of [X problems per week based on your timeline]. Deliverables will include clean LaTeX files, well‑documented Python scripts, and step‑by‑step solutions. I’ve authored complex problem sets for academic and competitive contexts, and I’m confident in meeting your strict quality standards. Available to begin immediately and provide the requested sample problem during the evaluation stage.

@iterativeTech

As an acclaimed AI/ML engineer with vast experience in creating complex mathematical models, I am a prime candidate for your STEM problem creation project. My work revolves around leveraging my extensive technical knowledge to deliver scalable solutions that generate measurable business outcomes. Combining my academic proficiency (MS in Mathematics) and practical expertise, I will ensure the tasks I create remain challenging and original while effectively testing AI models' reasoning capabilities. You'll find me comfortable at using LaTeX for creating clean, rigorous problem formulations and will deliver comprehensive solution strategies as per your requirement. Furthermore, I have strong competencies in Python that guarantee bug-free executable codes to solve your Computer Vision and Reinforcement Learning problems. Importantly, I strictly adhere to your stipulations by ensuring authenticity - all problems and their solutions will be exclusively generated by me without any assistance from AI. I propose an approach that aligns with your strict quality requirements: we maintain open communication throughout the task execution and payment will be released only after thorough verification and testing of the questions. Beyond doubt, choosing me promises to bring efficiency to your project while delivering impeccable outcomes.

@ElecHamza

Hi, I am an Electrical Engineering student specializing in advanced control systems and technical mathematical modeling. I can deliver complex, university level problems in robotics and control theory, combining rigorous LaTeX formulations with clean, executable Python scripts. My academic background ensures the production of deep, doctoral level challenges built entirely without automated assistance. I am available immediately to focus on this task and can consistently produce four high-difficulty problems per week. Best regards

@rakhshanz3

As an AI veteran with a diverse background, including an extensive academic career and technology leadership experience, I believe I possess the unique skill set to excel in this endeavor. My PhD in Artificial Intelligence and two-decade-long journey has honed my expertise in domains like Computer Vision, Machine Learning, PacPython and Robotics - precisely what's needed for executing this project incited on intense originality. In my current role as Chief Technology Officer of an AI startup, I have customer contacts who have been using our models for high-complexity tasks similar to the ones in question. Drawing from these experiences, I can ensure you that I am familiar with the challenges involved and confident in providing original content fitting your requirements. Having spent significant time teaching at the onset of my career, I offer a unique value proposition. In addition to delivering clean LaTeX files containing problems and rigorous solutions matching university to PhD-level difficulties, I bring a teaching element - an ability to explain complex scientific/mathematical concepts lucidly- which could prove vital during evaluation and testing stages. Plus, my experience working on projects involving large scale software solutions and advanced digital products can help me accommodate your needs across different STEM domains effectively.

@NEHABHAT92

My name is Neha and I may not have a background in the exact domains you're looking for, but my expertise in Python is undeniably valuable. With over 9+ years of experience in web development and mobile development, I have honed my problem-solving and algorithmic skills that are instrumental in creating complex tasks like you are requesting. My proficiency in the language and comfort with algorithms allows me to craft bug-free, clean, executable code that solves problems effectively. In addition to my forte in Python, I can offer a fresh perspective into your project as someone coming from a different but highly analytical STEM field. This can translate to more diverse and innovative challenges for your AI models since unique backgrounds lead to varied problem generation ideas. Moreover, my understanding of LaTeX can deliver concise formats with logical proofing needed at this level. Lastly, at my company, we prioritize quality and client satisfaction above all else. By hiring us for this task, you'll get originality, plagiarism-free equations plus solid support even post-delivery, should any issue arise. Though I understand the budget depends on deliverables, my team and I strive to ensure deadlines are met without compromising on quality. I hope you will consider this alternative perspective for your project as it can offer an unexpected fusion of fresh new challenges with tried and tested code development skills.

@mussaibb7

I'll tackle the complex task of crafting cutting-edge STEM problems for AI evaluation. With expertise in Python, Matlab, Mathematica, Machine Learning, Mathematics, Robotics, Physics, Computer Vision, and Reinforcement Learning, I'm confident in my ability to deliver original, advanced problems. My focus will be on pipeline reliability, preprocessing, extraction quality, latency, reproducibility, and confidence handling, as emphasized in the OCR/computer vision/document AI archetype. My primary strength lies in computer vision and ML delivery, as evidenced by my work on computer vision and ML systems, including retraining automation across 30+ model classes. A key risk in this project is ensuring the extraction and output pipeline remains reliable under real inputs, not just clean demo cases. To mitigate this, I'll employ robust preprocessing techniques and confidence handling mechanisms. I'll deliver a runnable Python pipeline, requirements file, README/setup guide, test examples, and confidence or fallback handling. Before delivery starts, I'd like to clarify the scope, first milestone, and most important technical constraint to ensure we're aligned.