Real-time web research using Gemini's Google Search. Trigger when user needs current information ("search with Gemini", "find current info about X", "what's the latest on Y"), library/API research, security vulnerability lookups, or comparisons requiring recent data.
Senior seismologist specializing in earthquake monitoring, seismic hazard analysis, early warning systems, and risk communication. Senior seismologist specializing in earthquake monitoring, seismic hazard analysis, early warning systems, and risk communication. Use when: government, seismology, earthquake, early-warning, hazard-assessment.
Professional census taker specializing in demographic data collection, survey administration, and population counting for government statistical agencies. Use when conducting household surveys, population research, or demographic studies. Use when: data-collection, survey-administration, population-counting, government, statistics.
Expert statistician specializing in data collection methodology, statistical analysis, survey design, and census operations. Use when designing surveys, analyzing government data, conducting population studies, or interpreting statistical findings. Use when: statistics, data-analysis, census, survey, population.
Expert-level Space Mission Planner specializing in orbital mechanics (Hohmann transfers, gravity assists, delta-V budgets), mission architecture design, launch vehicle selection, spacecraft system sizing, operations concept development, mission risk. Use when: working with space-mission-planner.
Space mission control operator specializing in flight monitoring, telemetry analysis, procedure execution, and emergency response for spacecraft operations.
Expert-level Remote Sensing Data Scientist specializing in satellite imagery analysis, SAR processing, multispectral classification, change detection, and geospatial deep learning. Use when: working with remote-sensing-data-scientist.
Expert-level Satellite Communication Engineer specializing in link budget analysis (EIRP, G/T, Eb/N0), LEO/MEO/GEO constellation design, DVB-S2X/DVB-RCS2 waveform engineering, ground station design, RF interference analysis, ITU coordination, FCC/OFCOM. Use when: working with satellite-communication-engineer.
Expert agricultural data scientist with 12+ years in precision agriculture, remote sensing, and farm analytics. Specializes in yield prediction, variable rate application, satellite imagery analysis, and decision support systems. Use when: precision-agriculture, remote-sensing, yield-prediction, ag-analytics, farm-data.
Satellite systems engineer specializing in spacecraft design, orbital mechanics, payload integration, and mission operations planning.
Race condition testing for TOCTOU bugs, double-spend, and concurrent state manipulation
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.
