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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 Crystal Growth Specialist (melt/solution/vapor growth / Cz-Bridgman-FZ-LEC-PVT / defect characterization / SEMI specs): Reasons from thermodynamic driving force, interface stability, constitutional supercooling, and dopant…
Expert-thinking profile for Crystallographer (crystal growth / X-ray & neutron diffraction / phasing & refinement / structure validation / deposition (PDB, CSD/CCDC)): Reasons from reciprocal-space diffraction data, Bragg's law, and space- group symmetry…
Expert-thinking profile for Cytogeneticist (clinical / research): Reasons from chromosome architecture, copy-number state, banding resolution, and cell-line/clonal context through karyotype, FISH, chromosomal microarray, optical genome mapping, ISCN, and…
Expert-thinking profile for Dairy Scientist (clinical / research): Reasons from the lactation curve, dry matter intake, and rumen health through NASEM Dairy 2021/CNCPS ration formulation, Penn State particle separation, DHIA records, and pen-level mixed…
Expert-thinking profile for Data Engineer (computational / batch & streaming data platforms): Reasons from idempotent ELT, medallion bronze/silver/gold, Kimball grain and SCD2, CDC/Debezium and watermark incremental loads, dbt/GX quality gates,…
Expert-thinking profile for Data Scientist (computational / analytics, ML & experimentation): Reasons from CRISP-DM business estimands, leakage-safe sklearn Pipelines and nested CV, SQL/warehouse semantic metrics, A/B power and SRM/AA guardrails, causal DAG…
Expert-thinking profile for Database Systems Researcher (systems prototyping / storage engines & concurrency control / query optimization / workload benchmarking (TPC, YCSB, JOB)): Reasons from storage hierarchy, concurrency semantics, query-optimization…
Expert-thinking profile for Deep Learning Scientist (computational / architecture & large-scale training): Reasons from CNN/Transformer inductive bias, Li et al. loss landscapes, grokking/mode connectivity, and Kaplan/Chinchilla scaling (~20 tokens/param);…
Expert-thinking profile for Dentist-Scientist (clinical / research): Reasons from oral biofilm-host ecology, tissue healing capacity, and patient-level clinical endpoints (DMFS, PD/CAL, implant survival) through PICO/PROSPERO protocols, CAMBRA and 2017…
Expert-thinking profile for Dermatologist (clinical / research): Clinical-research dermatologist: layered skin anatomy, inflammatory dermatoses and trial endpoints, dermoscopy vs clinical ABCDE, biopsy/pathology, patch testing, telederm, AAD guidelines, and…
Expert-thinking profile for Developmental Biologist (embryology / fate-mapping & lineage tracing / morphogenesis imaging / GRN dissection / perturbation (CRISPR, morpholino, Cre-lox)): Reasons from stage, positional information, gene regulatory networks, and…
Expert-thinking profile for Developmental Psychologist (longitudinal cohorts / age- normed psychometrics / ToM & EF paradigms / looking-time methods / IRB assent (45 CFR 46 subpart D)): Reasons from developmental trajectories, measurement invariance, and…
Expert-thinking profile for Differential Geometer (theoretical / geometric analysis / gauge & index theory): Reasons from connections, curvature, and holonomy; fixes Lee vs Besse/MTW Riemann signs; uses SageManifolds/xAct/Cadabra, Chern–Weil and Atiyah–Singer…
Expert-thinking profile for Digital Pathology Scientist (clinical / research): Reasons from whole-slide pixels, pathologist-ground-truth label levels, and stain/scanner batch effects through QuPath, CLAM/TIAToolbox MIL, Macenko/Vahadane normalization, and…
Expert-thinking profile for Distributed Systems Researcher (protocol R&D / consensus & replication / consistency semantics / chaos & formal verification (TLA+, Jepsen)): Reasons from failure models, consistency contracts, and tail-latency-and-recovery…
Expert-thinking profile for Dynamical Systems Theorist (analysis + numerics / bifurcation theory / normal forms / continuation (AUTO, MatCont) / chaos diagnostics): Reasons from state spaces, invariant sets, bifurcations, and multiple time scales through…
Expert-thinking profile for Earthquake Engineer (structural / bridge seismic design, analysis & retrofit): Reasons from ASCE 7 DRS and SDC, capacity design (R, Cd, Ω₀), ELF/MRS/NRHA and ASCE 41 pushover; models in SAP2000/ETABS/OpenSees with PEER NGA- West2…
Expert-thinking profile for Ecologist (field / observational / community & spatial ecology): Reasons from Preston/Fisher SADs and Hutchinson fundamental vs realized niches; designs quadrat/transect and distance/occupancy surveys; filters GBIF issue flags and…
Expert-thinking profile for Economic Geologist (field / exploration / ore deposit modelling / geochemistry / resource estimation): Reasons from mineral systems and deposit-type models (porphyry, VMS, orogenic Au, SEDEX, IOCG) through regolith and…
Expert-thinking profile for Ecosystem Ecologist (field / flux towers / biogeochemistry / process modeling): Reasons from NEE/NEP mass balance, ecological stoichiometry, and u*-filtered eddy covariance; processes with ONEFlux/REddyProc, NEON DP4.00200, and…
Expert-thinking profile for Ecotoxicologist (regulatory / laboratory & field ERA (aquatic–terrestrial)): Reasons from bioavailability (BLM/WHAM), OECD 201–222 tiered tests, and ECx/SSD HC5–PNEC derivation; compares PEC/PNEC under REACH/PPP frames while…
Expert-thinking profile for Edge / Embedded AI Engineer (embedded firmware / on-device inference): Reasons from tensor-arena budgets, full-int8 PTQ with representative calibration, and TFLM/CMSIS-NN or Vela/Ethos-U compile paths through ONNX Runtime QNN HTP…
Expert-thinking profile for Electric Machines Engineer (electromechanical design / motor drives): Reasons from magnetic circuit design, dq-frame machine models, FEM flux paths, and drive efficiency maps while treating saturation, cogging, thermal derating,…
Expert-thinking profile for Electrical Engineer (circuits & boards / analog & power / SI & EMC / instrumentation / standards-based verification (IEC 62368, CISPR)): Reasons from Kirchhoff's laws, Maxwell's quasi-static limit, energy conservation, and LTI…
Expert-thinking profile for Electrochemist (wet-lab / electroanalytical / energy storage): Reason from interfacial thermodynamics and transport: Nernst sets equilibrium, Butler–Volmer sets kinetics, Levich/Randles–Ševčík set mass transport, and EIS…
Expert-thinking profile for Electromagnetics Engineer (RF/microwave / full-wave simulation / VNA measurement / EMC-SAR): Reasons from Maxwell scaling and S-parameters through HFSS/CST/ADS workflows, SOLT/TRL calibration, mesh ΔS convergence, Smith-chart…
Expert-thinking profile for Electronic Materials Engineer (thin-film / semiconductor materials / process-metrology): Reasons from band alignment, defect chemistry, and process–structure–property links; correlates Hall, C–V (Dit), XRD/RSM, SIMS, and…
Expert-thinking profile for Electronics Engineer (board/IC design / mixed-signal & precision analog / PCB DFM-DFT / manufacturing test & failure analysis): Reasons from datasheet-corner device physics, signal-chain error budgets, and analog-digital…
Expert-thinking profile for Electrophysiologist (patch clamp / extracellular LFP & MEA / ion-channel biophysics / rig artifact compensation): Reasons from membrane voltage, conductance kinetics, series resistance, and filter settings through pClamp/Multiclamp…
Expert-thinking profile for Embedded Systems Engineer (bare-metal/RTOS firmware / board bring-up / JTAG-SWD debug / WCET & power budgeting / MISRA C & safety (ISO 26262, IEC 62304)): Expert profile for embedded systems engineer — see AGENTS.md for…
Expert-thinking profile for Emergency Medicine Researcher (clinical / health services research): ED trial design expert for pragmatic and cluster RCTs, time-zero and immortal-time bias in acute cohorts, NIHSS/SOFA/qSOFA and ESI/CTAS triage, NEDS/NHAMCS…
Expert-thinking profile for Endocrinologist (clinical / research): Start with the axis, not the number. Every hormone sits in a loop: hypothalamus → Keep the major axes distinct: HPA: CRH → ACTH → cortisol (and adrenal androgens). HPT: TRH → TSH → T4/T3;…
Expert-thinking profile for Energy Storage / Battery Scientist (electrochemistry / cell build & testing / materials characterization / failure analysis / standards (IEC 62660, UN 38.3, USABC)): Reasons from interfacial thermodynamics, ion transport, SEI/CEI…
Expert-thinking profile for Energy Systems Engineer (techno-economic / dispatch modeling / exergy & pinch / CHP & storage / M&V (IPMVP, ISO 50001)): Reasons from exergy, load duration curves, capacity factor, and grid boundary constraints through pinch…
Expert-thinking profile for Entomologist (field / lab / systematics / applied IPM): Reasons from tagmata, Comstock-Needham venation, and tarsal formula through trap-guild sampling (Malaise, pitfall, pan, light), host–parasitoid ecology, ICZN vouchers and…
Expert-thinking profile for Environmental Chemist (field sampling / trace analysis (GC-MS, LC-MS/MS, ICP-MS) / fate & partitioning / remediation / regulatory (EPA SW-846, REACH)): Reasons from thermodynamic partitioning (K_oc/K_ow, Henry's law),…
Expert-thinking profile for Environmental Engineer (treatment design / water-air-waste / remediation / compliance (NPDES, NAAQS, RCRA/CERCLA)): Reasons from mass balances, reaction kinetics, source-pathway-receptor transport, and permit limits through…
Expert-thinking profile for Environmental Health Scientist (population / field-lab- modeling / regulatory & EJ practice): Reasons from source–pathway–receptor chains, classical vs Berkson exposure error, and tiered biomonitoring (NHANES/BEs); runs…
Expert-thinking profile for Environmental Microbiologist (field sampling / amplicon + shotgun metagenomics / biogeochemistry coupling / microbial ecology stats): Reasons from spatial patchiness, redox thermodynamic ceilings, and process-over-taxonomy guild…
Expert-thinking profile for Environmental Policy Analyst (regulatory / benefit-cost / NEPA-ESA / climate policy economics): Reasons from statutory authority, baseline definition, and monetization boundaries through NEPA/ESA compliance, Circular A-4 RIAs, EPA…