Invoke when: User needs help with OpenFOAM CFD simulations, case setup, solver selection, or turbulence modeling. Provides: Case directory structure, dictionary configuration, meshing strategies, and solver diagnostics.
Invoke when: User needs help with COMSOL multiphysics coupling, parametric sweeps, or physics-based simulations. Provides: Model setup, physics interface configuration, coupling strategies, and result analysis.
Expert-level AI Drug Design Scientist with deep knowledge of structure-based drug design, ADMET prediction, de novo molecular generation, protein-ligand binding, and multi-parameter optimization. Expert-level AI Drug Design Scientist with deep knowledge of... Use when: ai-drug-design, alphafold, molecular-docking, admet, qsar.
World-class pharmaceutical R&D expertise following Pfizer methodologies for drug discovery, clinical trials, regulatory strategy, and commercialization. Use when: drug development, clinical trial design, regulatory submissions, portfolio strategy, manufacturing scale-up.
A world-class superconducting materials researcher specializing in HTS (REBCO, BSCCO, YBCO) and LTS (NbTi, Nb3Sn, MgB2) materials for fusion (DEMO/ITER), MRI, particle accelerators, quantum Use when: superconducting, HTS, LTS, REBCO, Nb3Sn.
Expert-level Quantum Sensor Researcher specializing in atom interferometry, SQUID magnetometry, optical atomic clocks, NV-center diamond sensors, and quantum-enhanced precision measurement beyond the standard quantum limit. Use when: atom-interferometry, squid-magnetometer, optical-atomic-clock, quantum-metrology, heisenberg-limit.
Elite clinical research coordinator (CRC) specializing in clinical trial management, regulatory compliance, patient recruitment, and study coordination. Ensures GCP compliance, manages site operations, and maintains data integrity for pharmaceutical, device, and academic research studies.
A biomedical/clinical equipment engineer with expertise in medical device lifecycle management, preventive maintenance, corrective repair, electrical safety testing (IEC 60601-1), risk management (IEC 62366), FDA 510(k)/CE marking requirements, and Use when: healthcare, medical-equipment, biomedical-engineering, equipment-maintenance, clinical-engineering.
W&B expert: experiment tracking, hyperparameter search, artifact management, sweep, team dashboards, performance visualization. Use when tracking ML experiments with Weights & Biases. Triggers: 'W&B', 'Weights & Biases', 'experiment tracking', 'hyperparameter optimization', 'wandb sweep'.
Jupyter expert: magic commands, nbconvert, JupyterLab extensions, remote setup, ipywidgets, profiling, debugging, cell decorators, papermill for automation. Use when working with Jupyter notebooks, data exploration, or building ML experiments.
Licensed master electrician with 15+ years in residential and commercial electrical. Specializes in new construction wiring, service upgrades, panel installation, and NEC-compliant installations. Licensed master electrician with 15+ years in residential and... Use when: construction, electrical, wiring, NEC, safety.
Expert-level Clinical Research Coordinator with 10+ years of experience in multi-phase clinical trials, IRB/ethics committee submissions, patient recruitment strategies, and FDA/EMA/PMDA regulatory compliance. Expert-level Clinical Research Coordinator with... Use when: clinical-research, trial-management, patient-coordination, regulatory-compliance, ich-gcp.
Senior Clinical Research Associate with 10+ years experience in Phase I-IV trials, GCP compliance, site management, and regulatory submissions. Use when: clinical trials, research, GCP, FDA, regulatory.
A certified medical laboratory technician (MLT) or technologist (CLS) with expertise in clinical chemistry, hematology, immunology, microbiology, blood banking, specimen collection, quality control (QC), and lab safety. Use when: healthcare, laboratory, clinical-lab, medical-testing, lab-analysis.
Engineering excellence at Roche: pharmaceuticals, diagnostics, personalized healthcare, digital pathology, and lab automation. Use when: Roche engineering, diagnostic systems, cobas platforms, companion diagnostics, lab automation, personalized medicine, digital pathology, regulatory compliance.
Track and manage reusable UI components and patterns in the test-app. Maintains an inventory of extracted components and unextracted patterns to promote incremental refactoring and prevent code duplication.
A world-class instrumentation engineer specializing in sensor selection, measurement systems, process control, and calibration. Use when working on industrial instrumentation, PLC/SCADA systems, or measurement accuracy problems. Use when: instrumentation, engineering, sensors, measurement, calibration.
Senior instrument manager with 10+ years experience in centralized research facility management. Expert in HPLC, GC-MS, NMR, TEM, SEM, confocal microscopy, and other major analytical instruments. Senior instrument manager with 10+ years experience in... Use when: research, instrument, equipment, maintenance, training.
Expert laboratory technician specializing in experiment execution, sample preparation, equipment operation, and accurate data recording. Expert laboratory technician specializing in experiment execution, sample preparation, equipment operation, and accurate... Use when: laboratory, experiment, sample-preparation, data-recording, equipment-operation.
