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SkillsMP has collected 1,211 skills from stanfish06/skillquarium. Open a skill to review its source and details.
stanfish06/skillquariumShowing 40 of 1,211 collected skills.
Expert-thinking profile for Limnologist (field / observational / physical limnology / lake ecology / paleolimnology): Reasons from stratification, Schmidt stability, and nutrient–light coupling; profiles with CTD/EXO and Carlson TSI components; models with…
Expert-thinking profile for Logician (proof theory / model theory / computability / set theory / formal verification (Lean, Coq, Z3)): Expert profile for logician — see AGENTS.md for field-specific methods and failure modes.
Expert-thinking profile for Low-Temperature Physicist (experimental / cryogenic / condensed-matter & quantum transport): Reasons from kT budgets, He-3/He-4 dilution refrigeration, and BCS/GL superconductivity; measures Tc, QHE, and Landauer conductance with…
Expert-thinking profile for Machine Learning Engineer (production ML / MLOps / feature stores & serving): Reasons from feature-store point-in-time joins (Feast/Tecton), Airflow/Kubeflow training pipelines, MLflow registry, Triton/TorchServe/BentoML serving,…
Expert-thinking profile for Machine Learning Researcher (computational / empirical & theoretical machine learning research): Reasons from population risk, double descent, and inductive bias; enforces sacred test sets, hierarchical ablations, nested CV, and…
Expert-thinking profile for Manufacturing Engineer (process planning / CNC-CAM / GD&T / quality launch (APQP/PPAP, MSA/SPC) / multi-process (machining, welding, casting)): Reasons from process physics, capability, and cost through Shercliff-Lovatt process…
Expert-thinking profile for Marine Biologist (field / shipboard / biological oceanography / eDNA & observing systems): Reasons from water-mass stratification, CTD–Niskin and CalCOFI-style net tows, BRUV, and MiFish/COI eDNA through OBIS/WoRMS/GBIF and…
Expert-thinking profile for Marine Engineer (shipboard / design / machinery systems / class compliance): Reasons from propulsion thermodynamics, shaft BPF/torsional barred speeds, central LT/HT cooling, class machinery surveys, and ISO 15016:2025 sea trials…
Expert-thinking profile for Marine Geologist (ship/AUV survey / seismic + multibeam / IODP coring + stratigraphy / marine geohazards + seafloor resources): Reasons from stratigraphy, sedimentary processes, geophysical facies, and age control through multibeam…
Expert-thinking profile for Mass Spectrometrist (clinical / research): Reasons from ion formation, m/z resolution and mass accuracy, fragmentation, and calibrated ion statistics through ESI/APCI/MALDI tuning, CID/HCD/ETD MS/MS, isotope-pattern formula…
Expert-thinking profile for Materials Chemist (wet-lab / solid-state & solution synthesis / diffraction & spectroscopy): Reasons from Kröger–Vink defect equilibria, soft-chemistry routes (sol-gel, hydrothermal, ALD), and structure–property links; validates…
Expert-thinking profile for Materials Physicist (experimental / thin-film & bulk / spectroscopy–transport): Reasons from band structure, defects, strain, and Landau order parameters; integrates HRXRD/RSM, ARPES, TEM/4D-STEM, van der Pauw transport, and…
Expert-thinking profile for Materials Scientist (laboratory / computational / processing–structure–property): Reasons from CALPHAD phase diagrams, Scheil solidification, and Hall–Petch microstructure–property links; validates with XRD Rietveld QPA, EBSD,…
Expert-thinking profile for Mathematical Analyst (proof-theoretic / PDE & functional analysis / harmonic analysis / operator spectral theory / symbolic-numerical (SymPy, FEniCS, Lean)): Reasons from function-space topology, convergence modes, and constant-…
Expert-thinking profile for Mathematical Modeler (mechanistic modeling / ODE-PDE & agent-based / identifiability & UQ / calibration & inverse problems): Reasons from nondimensionalization, conservation/positivity laws, and minimal-viable model structure…
Expert-thinking profile for Mathematical Physicist (theoretical / axiomatic & constructive mathematical physics): Reasons from Hilbert-space domains, Wightman/OS and Haag–Kastler axioms, constructive QFT, Gibbs measures, and spectral/scattering theory; uses…
Expert-thinking profile for Mathematical Statistician (theoretical / computational): Reasons from LAN, empirical processes, and influence functions; proves M/Z-estimator limits, minimax rates (Fano/Le Cam/Assouad), and semiparametric efficiency while…
Expert-thinking profile for Mechanical Design Engineer (CAD / GD&T / tolerance / DFM): Reasons from function, datum reference frames, and tolerance budgets; releases inspectable drawings and MBD through ASME Y14.5 GD&T, WC/RSS/Monte Carlo stack-ups, SAE J1739…
Expert-thinking profile for Mechanical Engineer (design / simulation / prototyping): Reasons from equilibrium, failure physics, and code-backed allowables; designs through requirements, GD&T, DFMEA, and hand/FEA/test validation with explicit governing failure…
Expert-thinking profile for Mechatronics Engineer (electromechanical co-design / motion control / FOC drives / fieldbus (EtherCAT, CiA 402) / drive safety (IEC 61800-5-2, ISO 13849)): Reasons from reflected inertia, control bandwidth, sensor physics, and…
Expert-thinking profile for Medical Geneticist (clinical / laboratory genetics / genetic counseling): Reasons from pedigree priors, HPO phenotype match, and ACMG/ClinGen variant classification; integrates exome/genome, CMA, RNA splicing, NBS ACT pathways,…
Expert-thinking profile for Medical Mycologist (clinical / laboratory medical mycology): Reasons from EUCAST/CLSI antifungal susceptibility, culture and MALDI-TOF ID, galactomannan/β-D-glucan assays, and CLSI breakpoints while treating contamination, cryptic…
Expert-thinking profile for Medical Parasitologist (clinical / research): Reasons from specimen-stage fit, exposure-based pretest probability, and antigen-versus-antibody kinetics through thick/thin Giemsa films, formalin-ethyl-acetate concentration with…
Expert-thinking profile for Medical Physicist (clinical / diagnostic & nuclear imaging / health physics): Reasons from CTDIvol/SSDE, HU accuracy, ACR/MQSA QA, TG-126 PET/CT, TG-18/TG-270 displays, and NCRP 147 shielding across CT, MRI, mammography, NM/PET,…
Expert-thinking profile for Medicinal Chemist (lead optimization / SAR / DMPK & ADME / structure-based design / multiparameter (LLE, Fsp3, TPP)): Reasons from structure- activity relationships, lipophilicity and unbound-fraction physicochemistry, synthetic…
Expert-thinking profile for Membrane Biophysicist (wet-lab / computational membrane biophysics): Reasons from Helfrich elasticity, Lo/Ld phase behavior, and intrinsic curvature; builds GUVs, SLBs, nanodiscs, and BLMs; reads Laurdan GP, FRAP/FCS, aspiration,…
Expert-thinking profile for MEMS Engineer (silicon micromachining / transducer design / simulation & WLT): Reasons from scale-dependent mechanics, squeeze-film damping, and electrostatic pull-in through DRIE Bosch/surface micromachining, CoventorMP/COMSOL,…
Expert-thinking profile for Metabolomics Scientist (wet-lab / LC-MS & GC-MS / computational metabolomics): Reasons from MSI annotation levels, pooled-QC RSD and D-ratio gates, MZmine/MS-DIAL/XCMS pipelines, HMDB/GNPS identification, and MetaboAnalyst batch…
Expert-thinking profile for Metallurgist (physical / extractive / process metallurgy): Reasons from phase diagrams, TTT/CCT paths, and Scheil solidification through Jominy hardenability (ASTM A255), ASM heat-treat cycles, metallography (ASTM E3/E112/E407),…
Expert-thinking profile for Meteorologist (operational / research atmospheric forecasting): Reasons from hydrostatic and geostrophic balance, scale-dependent dynamics, and the obs-to-NWP pipeline; works the Snellman funnel, matches HRRR/GFS/ECMWF to scale,…
Expert-thinking profile for Metrology Scientist (calibration laboratory / NMI / measurement assurance): Reason from SI traceability, GUM uncertainty budgets, and VIM distinctions between calibration and verification; propagates Type A/B components, CIPM MRA…
Expert-thinking profile for Microbial Ecologist (field / mesocosm / amplicon & metagenomic community ecology): Reasons from Vellend assembly (selection, dispersal, drift, diversification), compositional stats (ANCOM-BC2, MaAsLin2, Aitchison), and…
Expert-thinking profile for Microbial Physiologist (wet-lab / chemostat & metabolic- flux physiology): Reasons from Monod/chemostat (μ = D), YX/S and Pirt maintenance, Crabtree/overflow, 13C-MFA and FBA, and BMSAB taxonomy; treats OD-as-biomass yield error,…
Expert-thinking profile for Microbiologist (wet-lab / culture, amplicon & shotgun microbiomics): Reasons from culturability limits, CFU/MPN enumeration, selective media, DADA2/QIIME2 16S ASVs (SILVA/GTDB), and shotgun metagenomics (Kraken2, MetaPhlAn,…
Expert-thinking profile for Microbiome Scientist (cohort / intervention / multi-omics host–microbiome): Reasons from compositional and longitudinal stats (MaAsLin2, ANCOM- BC2), STORMS pre-analytics, FMT/LBP and diet trials, and multi-omics integration;…
Expert-thinking profile for Microelectronics Engineer (packaging / assembly / thermal & reliability): Reasons from CTE mismatch, θja networks (JESD51), and package RLC through wire bond (Au–Al IMC, loop height), flip-chip (UBM, underfill, HIP/NWO), J-STD-020…
Expert-thinking profile for Mineralogist (laboratory / field mineral identification / crystallography / economic mineralogy): Reasons from crystal chemistry, Pauling coordination, and converging optics–XRD/Raman–EPMA evidence; uses RRUFF/Mindat/AMCSD and…
Expert-thinking profile for Mining Geologist (field / exploration drilling / ore deposit modelling / geostatistics / resource estimation): Reasons from deposit-type models (porphyry, VMS, SEDEX, orogenic Au, IOCG, skarn) through oriented core logging,…
Expert-thinking profile for MLOps Engineer (ML lifecycle ops / feature stores & serving / drift monitoring / CI-CD-CT / registry promotion): Reasons from data contracts, feature parity, evaluation gates, and rollback-readiness through MLflow/W&B registries,…
Expert-thinking profile for Molecular Biologist (wet-lab / molecular genetics / functional genomics / assay validation (MIQE, ARRIVE 2.0)): Reasons from central-dogma sequence flow, binding affinity (Kd/Km/kcat), gene regulation, and biological-versus-…