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Skills in this repository
SkillsMP has collected 580 skills from stanfish06/my-skills. Open a skill to review its source and details.
stanfish06/my-skillsShowing 40 of 580 collected skills.
Expert-thinking profile for Agricultural Engineer (field machinery / irrigation & drainage / postharvest storage / precision ag / ASABE standards (D497, ISO 11783)): Reasons from mass, energy, and momentum balances on variable biological media through…
Expert-thinking profile for Agricultural Entomologist (field scouting / IPM / resistance management (IRAC MoA) / biocontrol / pollinator protection): Reasons from pest population dynamics, economic injury levels and thresholds, and degree-day phenology…
Expert-thinking profile for Agroecologist (field ecology / soil health / participatory on-farm trials / landscape GIS / agroecology transitions (FAO 10 Elements)): Reasons from socio-ecological farm systems, functional diversity, soil-biology-mediated…
Expert-thinking profile for Agronomist (field / observational / extension & farm decision support): Reasons from 4R stewardship and G×E×M through MRTN economic N, calibrated soil-test extractants, penetrometer compaction diagnosis, on-farm strip mixed models,…
Expert-thinking profile for AI Researcher (empirical ML / experiment design / evaluation methodology / reproducibility / LLM & RL / trustworthiness (robustness, fairness, safety)): Reasons from data generating processes, inductive biases, and…
Expert-thinking profile for Air Quality Scientist (ambient monitoring / chemical transport modeling (CMAQ, CAMx) / source apportionment / regulatory attainment (NAAQS, SIP)): Reasons from source emissions through transformation, transport, and dose using…
Expert-thinking profile for Algebraist (pure math / structure & morphisms / homological & representation theory / computational algebra (GAP, Sage, Singular) / formal proof (Lean...): Reasons from carriers, operations, and morphisms through isomorphism…
Expert-thinking profile for Algorithms Researcher (algorithm design & analysis / proofs & cost models / approximation & online / empirical algorithmics (DIMACS, MIPLIB)): Expert profile for algorithms researcher — see AGENTS.md for field-specific methods and…
Expert-thinking profile for Analytical Chemist (wet-lab / separation science / spectroscopy / method validation): Reasons from the chemical measurement process through ICH Q2(R2) and USP <621> validation, CRM traceability, EURACHEM uncertainty budgets, and…
Expert-thinking profile for Anatomist (comparative morphology / museum collections / dissection & imaging): Reasons from homology, EPB, and von Baer principles through gross dissection, diceCT/μCT/MRI pipelines, UBERON–PATO EQ annotation, MorphoSource/oVert…
Expert-thinking profile for Anesthesiologist (perioperative medicine / airway management / hemodynamics & pharmacokinetics / regional & multimodal analgesia / perioperative trials...): Reasons from control of consciousness, analgesia, autonomic response, and…
Expert-thinking profile for Animal Geneticist & Breeder (quantitative genetics / BLUP- REML / genomic selection / crossbreeding systems / mate allocation): Reasons from additive genetic variance, response to selection (R = i h sigma_A), accuracy, and…
Expert-thinking profile for Animal Nutritionist (applied / monogastric & ruminant / feed evaluation & formulation): Reasons from NASEM/AAFCO requirements, SID amino acids and ideal protein, CNCPS MP/NE balance, and NANP feed libraries through NIR-wet…
Expert-thinking profile for Animal Scientist (feeding/management trials / ruminant & monogastric nutrition / ration formulation (CNCPS, NRC) / welfare & carcass science / mixed-model...): Reasons from NRC nutrient requirements, ad libitum intake,…
Expert-thinking profile for Antenna Engineer (RF simulation / antenna design / measurement & OTA): Reasons from gain–directivity–efficiency, Chu–Harrington bandwidth limits, and array factor through HFSS/CST/FEKO synthesis, IEEE 149-2021 NF/FF/CATR metrology,…
Expert-thinking profile for Antimicrobial Resistance Scientist (wet-lab / WGS resistome / surveillance & One Health AMR): Reasons from MIC distributions, ECOFFs, and phenotype–genotype concordance through EUCAST/CLSI AST, CARD/RGI and AMRFinderPlus…
Expert-thinking profile for Applied Mathematician (theoretical / computational / interdisciplinary modeling): Reasons from formulation-first modeling, Buckingham scaling, and asymptotics (matched expansions, boundary layers) through FEM/FVM numerics (FEniCS,…
Expert-thinking profile for Aquaculture Scientist (wet-lab / production aquaculture): Reasons from FCR, dissolved oxygen and ammonia thresholds, hatchery biosecurity, and stock genetics while treating off-flavor, disease outbreak, and escape risk as first-…
Expert-thinking profile for Astrobiologist (planetary science / field analogs / mission astrobiology / origins): Reasons from habitability, redox disequilibrium, and Bayesian biosignature frameworks through Mars (Perseverance, Viking perchlorate lessons),…
Expert-thinking profile for Astrochemist (observational / laboratory / computational / interstellar & circumstellar chemistry): Reasons from gas-grain reaction networks, H₂ ortho/para and CR ionization rates through KIDA/kida.uva.2024, CDMS/JPL/Splatalogue…
Expert-thinking profile for Astrodynamicist (computational / mission analysis / orbit determination / SSA): Reasons from two-body plus perturbation force models through Cowell/Encke propagation, batch LS and EKF orbit determination, SPICE/Horizons…
Expert-thinking profile for Astronautical Engineer (spacecraft / launch vehicle / mission systems engineering): Reasons from the rocket equation, staging, and mass–power–Δv budgets through NPR 7120.5/ECSS-E-ST-10 subsystem specs, CEA/CEARUN and Sutton…
Expert-thinking profile for Astronomer (observational / survey / time-domain / solar- system): Reasons like a senior observational astronomer from the telescope and catalog outward — Landolt/Stetson photometry, Gaia/MPC astrometry, Horizons ephemerides,…
Expert-thinking profile for Astronomical Instrumentation Scientist (opto-mechanical design / error-budget / adaptive optics / detector characterization / commissioning): Reasons from system-level error budgets, the diffraction limit and Strehl ratio, detector…
Expert-thinking profile for Astroparticle Physicist (low-rate counting / neutrino astronomy / dark-matter direct detection / cosmic-ray composition / multimessenger / Geant4-CORSIKA simulation): Reasons from flux times cross section times acceptance, Poisson…
Expert-thinking profile for Astrophysicist (observational / computational / multi- messenger): Reasons like a senior astrophysicist across observational, computational, and multi-messenger work — from radiative transfer and error budgets through…
Expert-thinking profile for Astrostatistician (computational / survey & cosmology inference / time-domain): Reasons from selection functions, censored flux limits, and look-elsewhere trial factors through Cobaya/emcee/dynesty cosmology, GP-coupled exoplanet…
Expert-thinking profile for Atmospheric Chemist (field campaigns / chamber & box modeling / gas-aerosol-multiphase chemistry / OH-NOx-VOC budgets / emissions inventories): Reasons from coupled photochemical OH-NOx-VOC radical budgets, heterogeneous aerosol…
Expert-thinking profile for Atmospheric Scientist (dynamics-physics / obs-model synthesis / reanalysis-NWP / multiscale (synoptic-mesoscale-tropical-stratosphere)): Reasons from scale-dependent balances, Ertel PV on isentropic surfaces, and closed…
Expert-thinking profile for Atomic, Molecular & Optical Physicist (experimental AMO / lasers / ultracold atoms / precision metrology): Reasons from Rabi/OBE dynamics, laser-cooling hierarchy, optical lattices and Hubbard U/J, and magic-wavelength clock…
Expert-thinking profile for Audiologist (clinical audiology / diagnostic audiometry / amplification & cochlear implants / vestibular / standards (ANSI S3.6, ISO 8253)): Reasons from auditory transduction, site-of-lesion localization, audibility, and noise…
Expert-thinking profile for Automotive Engineer (vehicle integration / powertrain & xEV calibration / chassis dynamics & NVH / durability & fatigue / homologation & functional safety...): Reasons from vehicle-level requirements, regulatory limits,…
Expert-thinking profile for Bacteriologist (wet-lab / clinical & environmental microbiology): Reasons from bacterial growth physiology, selective culture, Gram stain, MALDI-TOF and 16S/WGS identification, EUCAST/CLSI AST, BSL containment, contamination and…
Expert-thinking profile for Bayesian Statistician (probabilistic modeling / hierarchical inference / MCMC diagnostics / model criticism / decision theory): Reasons from Bayes' rule, coherent uncertainty, exchangeability, and partial-pooling hierarchy through…
Expert-thinking profile for Behavioral Ecologist (field / observational / experimental behavioral ecology): Reasons from versioned ethograms, Altmann focal/scan sampling, and activity budgets; scores with BORIS (Cohen’s κ), analyzes sequences with Markov/HMM…
Expert-thinking profile for Behavioral Neuroscientist (in vivo behavior / learning & memory paradigms / operant & maze assays / pose-tracking ethology / IACUC (ARRIVE 2.0, 3Rs)): Reasons from contingency structure, deprivation state, and latent…
Expert-thinking profile for Biochemist (wet-lab / biophysical characterization / metabolism): Reasons from thermodynamics, enzyme mechanisms, and binding energetics; designs orthogonal purification and assay readouts while controlling oxidation, aggregation,…
Expert-thinking profile for Biogeochemist (field / lab / soil-sediment biogeochemistry / process modeling): Reasons from coupled C/N/P/S redox cycles through TEAP zonation, porewater Rhizon-peeper sampling, δ13C/δ15N/δ34S tracers, chamber and eddy-covariance…
Expert-thinking profile for Biogeographer (field / GIS / phylogenetics / spatial modeling): Reasons from Wallace's ecological vs historical split through GBIF occurrence curation, blockCV spatial cross-validation, MaxEnt/biomod2 SDMs with MESS extrapolation…
Expert-thinking profile for Bioinformatician (dry-lab / computational genomics): Reference-build discipline (GRCh38/GENCODE/Ensembl, MANE), batch-as-covariate DE (DESeq2/edgeR), index hopping/UDI, GATK/BQSR/PLINK GWAS multiplicity, nf-core reproducibility,…