Use when you have LC-IM-MS/MS experimental data (raw mzML or vendor format) containing signals from N-Me derived unsaturated sterol lipids and need to assign double-bond positions…
Generate comprehensive company valuation reports as polished HTML/PDF. Use when user asks for stock valuation, company analysis, investment thesis, or deep-dive on a ticker.
Use when you have GNPS-style MGF spectral files from MS/MS experiments and need to predict the molecular structure (as SMILES) of unknown compounds.
Use when you have an unknown MS/MS spectrum (tandem mass spectrum) with a measured precursor m/z and fragment peaks, and you need to assign the most likely molecular formula and…
Analyze roster fit and personality dynamics. Leadership assessment, role clarity, locker room culture, trade/signing impact.
Use when a task needs the judgment of a Tile and Stone Setter — selecting a shower waterproofing method against the drain type, specifying mortar coverage and trowel size for…
Use when you have LC-IM-MS/MS raw data from multiple tissue samples and need to identify and quantify unsaturated sterol lipids at the isomer level (distinguishing double-bond…
Use when after feature detection has produced a feature table with zero and missing values (sparse abundance matrix) but before multivariate statistical analysis or annotation.
B&W film development chemistry expert — MUST use for any question or code task touching film development chemistry, mixing, or timing logic in this codebase.
Predicts whether point defects (vacancies and interstitials) in ionic compounds and semiconductors act as donors or acceptors.
Use when when you have paired mass spectra and molecular structure data and need to train a unified model for structure elucidation.
Use when when you have a metabolite structure (SMILES or molecular graph) and need to predict its ionization behavior in a mass spectrometry experiment using a specific…
DFT, molecular simulation, and reaction prediction tools for chemists
把初中化学考试备考从“泛泛刷题”变成诊断、提分优先级、限时训练、错题复盘和下次复测的闭环，帮助用户知道现在最该抓什么、每天怎么练、怎么判断有没有进步。 Workflow: junior_chemistry_exam_review.run.
把鲁科版初中化学的年级、册别、单元和学习场景，转成预习、同步练习、错题追练、单元复习和考前巩固等可直接执行的学习任务。让化学同步学习不止记结论，而是能解释现象、写对符号、看懂实验。 Workflow: junior_chemistry_lk_textbook_sync.run.
把人教版初中化学的年级、册别、单元和学习场景，转成预习、同步练习、错题追练、单元复习和考前巩固等可直接执行的学习任务。让化学同步学习不止记结论，而是能解释现象、写对符号、看懂实验。 Workflow: junior_chemistry_rj_textbook_sync.run.
把高中化学考试备考从“泛泛刷题”变成诊断、提分优先级、限时训练、错题复盘和下次复测的闭环，帮助用户知道现在最该抓什么、每天怎么练、怎么判断有没有进步。 Workflow: senior_chemistry_exam_review.run.
帮助化学老师生成少而准、可批改、能反映真实掌握情况的分层作业，避免把作业变成题量堆叠。 Workflow: teacher_chemistry_homework_generation.run.
帮助化学老师把“这节课讲什么”升级为目标、活动、提问、练习和评价一致的课堂设计，重点围绕微观解释、实验现象、化学用语和反应规律。 Workflow: teacher_chemistry_lesson_planning.run.
帮助化学老师把一个单元复习成知识结构、典型错因、主动回忆和再练习的闭环，而不是重新讲一遍。 Workflow: teacher_chemistry_unit_review.run.