Mindrift

AI

Chemistry&PythonExpert-FreelanceAITrainer

$0–0k India PART TIME Remote Friendly
Market Sentiment
HIGH DEMAND

Neural analysis suggests this role is
optimal for Entry candidates.

The Brief

“Chemistry & Python Expert - Freelance AI Trainer at Mindrift. Skills: Computational chemistry, Python, AI training. Design computational chemistry problems to challenge a frontier AI model. Ensure problems have an answer verifiable by code”

What You'll Achieve.

Achieve a pass rate in the 10–30% band for AI agent attempts

Industry & Context.

AI
Problems you'll solve

Design problems that genuinely require a specialized tool; Tune problem difficulty until agent succeeds in a small number of attempts; Calibrate tasks for a specific pass rate

Eligibility Requirements

Work within a sealed Linux container with pre-installed tools, Project-based participation, not permanent employment

What They're Looking For.

Must Have

Degree in Chemistry or related, 2+ years of research, applied, or teaching, Python proficiency for writing reference, Ability to design problems that genuinely require a specialized, written English (C1+)

Nice to Have

Fluency with — or willingness to independently learn — at least one scriptable computational chemistry package: GROMACS, LAMMPS, PySCF, ORCA, xtb, CREST, Quantum ESPRESSO, phonopy, pymatgen, AutoDock Vina

What You'll Do.

Design computational chemistry problems to challenge a frontier AI model

Ensure problems have an answer verifiable by code

Ensure problems require a specialized tool

Write Python reference solutions

Supply input files and molecular or crystal structure definitions

Decide the numerical answer and appropriate tolerance

Test problems against the model

Tune problem difficulty

Rewrite molecular geometries

Tighten basis sets and convergence thresholds

Observe how agents act

Observe simulation stalls

Observe self-consistent field cycle convergence

How You'll Work.

Team & Collaboration

Submit tasks to senior reviewers for feedback

Communication Scope

Written English (C1+)

Full Job Description

_**Please submit your CV in English and indicate your level of English proficiency.**_ Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. **Participation is project-based, not permanent employment.** **What this opportunity involves** You design computational chemistry problems to challenge a frontier AI model. The problem must have an answer verifiable by code, and the problem has to require a specialized tool like GROMACS, PySCF, ORCA, Quantum ESPRESSO, AutoDock Vina, or others. RDKit-style cheminformatics dressed up around generic libraries won't cut it. Each problem runs inside a sealed Linux container with the tool pre-installed and a programmatic judge that grades the model's answer. As an expert author, you: * Pick an anchor tool and design a problem that hinges on its force fields, integrators, electronic-structure methods, basis sets, or pseudopotential workflows. * Write a Python reference solution, supply input files and molecular or crystal structure definitions where needed. * Decide the numerical answer and how close the model needs to get — with a domain-appropriate tolerance — to count as right. * Test the problem against the model in batches of parallel attempts, tuning the problem difficulty until the agent only succeeds in a small number of attempts. * Once you're happy with the task, and it scores within range, the task goes to a senior reviewer in your subfield. They will provide feedback to ensure task quality is high. Calibration requires patience. You're tuning the problem against batches of parallel runs of the agent, aiming for a pass rate in the 10–30% band. Reaching that means rewriting molecular geometries, tightening basis sets and convergence thresholds, and watching how the agents act. You'll learn how these agents cut corners, where a simulation stalls, where a self-consistent field cycle converges. This time compounds in two directio

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