Gramian Consultancy is a boutique consultancy specializing in IT professional services and engineering talent solutions. With a strong background in software engineering and leadership, we help companies build high-performing teams by matching them with professionals who truly fit their needs.
We are looking for a materials science professional to contribute to an advanced AI research project focused on building rigorous STEM coding datasets. The role combines materials science expertise, Python-based scientific computing, and AI evaluation, with a focus on creating well-structured scientific problems, implementing verified solutions, and developing tests that accurately distinguish correct from incorrect model outputs.
Design scientific coding tasks with one main problem and at least 3 logically connected sub-problems.
Implement verified Python solutions with complete unit test coverage.
Create discriminative test cases that distinguish correct from incorrect AI-generated outputs.
Perform quality control checks using the Central Task Platform (CTP), including Tier 1 structure checks and Tier 2 quality rubrics.
Revise tasks and solutions based on QC feedback.
Optimize tasks against Pass@K evaluation criteria across multiple LLM judges, including GPT, Gemini, and Nemotron.
Validate scientific correctness, determinism, well-posedness, and expected outputs.
Maintain a low rework rate and high first-submission quality.
Participate in project reviews, feedback sessions, and standups during required overlap hours.
CONTRACT: Freelance / Contractor
COMMITMENT: Full-time commitment; overlap requirements to be confirmed
LOCATIONS: Remote; eligible locations to be confirmed
PROCESS: Not specified
Design scientific coding tasks with one main problem and at least 3 logically connected sub-problems.
Implement verified Python solutions with complete unit test coverage.
Create discriminative test cases that distinguish correct from incorrect AI-generated outputs.
Perform quality control checks using the Central Task Platform (CTP), including Tier 1 structure checks and Tier 2 quality rubrics.
Revise tasks and solutions based on QC feedback.
Optimize tasks against Pass@K evaluation criteria across multiple LLM judges, including GPT, Gemini, and Nemotron.
Validate scientific correctness, determinism, well-posedness, and expected outputs.
Maintain a low rework rate and high first-submission quality.
Participate in project reviews, feedback sessions, and standups during required overlap hours.

Gramian Consulting is your partner for accessing the engineering capabilities you need—delivered in the model that fits your business, from staff augmentation and talent recruiting to Build-Operate-Transfer (BOT). We combine the perspective of a software engineer, the rigor of a technical recruiter, and the vision of a business builder, so you get experts who understand your challenges and deliver results the right way. This blend is our signature advantage in providing top-quality services, fast and reliably.