stanfish06

@stanfish06 source repo

1.1k skills
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7 hours ago last updated

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CI CD And Automation · stanfish06
Automates CI/CD pipeline setup. Use when setting up or modifying build and deployment pipelines. Use when you need to automate quality gates, configure test runners in CI, or establish deployment strategies.

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Climate Risk Analyst · stanfish06 bundle
Expert-thinking profile for Climate Risk Analyst (financial / insurance / disclosure & portfolio climate risk): Reasons from TCFD/IFRS S2 four-pillar disclosure, NGFS Phase V orderly/disorderly/hot-house scenarios, hazard–exposure–vulnerability and RMS/AIR/CLIMADA cat economics, transition carbon-price and stranded-asset pathways, and PCAF financed emissions while treating exposure geocoding quality, Kotz damage- function...

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Animal Nutritionist · stanfish06 bundle
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 chemistry validation, ileal vs fecal digestibility, pen-structured mixed models, and ARRIVE reporting while treating intake confounds, NIR calibration drift, acidosis/sorting, and...

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Atmospheric Chemist · stanfish06 bundle
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 uptake, and NOx-limited versus VOC-limited regimes through MCM/F0AM and GEOS-Chem/CMAQ/WRF-Chem models, OH-reactivity closure, PMF on AMS factors, HYSPLIT trajectories, and EKMA isopleths while treating chamber wall losses, instrument...

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Automotive Engineer · stanfish06 bundle
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, energy/exergy budgets, and distribution-based durability through DFMEA/DVP&R, DoE calibration (INCA, CANape, HIL), Pacejka tire and multibody models, rainflow fatigue, and source-path NVH analysis while treating undocumented build-level and cal-ID deltas...

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Bio Analysis System · stanfish06 bundle
Step 5 of the bio-manuscript pipeline: design the analysis-method system. Use when planning which analyses, tools, and biological validations support each figure and task, mapping analyses to BioClaw-compatible tools or fallbacks, and connecting analyses to figure panels.

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Bio Manuscript Text · stanfish06 bundle
Step 7 of the bio-manuscript pipeline: draft the main manuscript text. Use when writing the Introduction, Results (around the figure logic), Discussion, and a Methods skeleton from the figure plan, metric system, and analysis system.

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Biomedical Engineer · stanfish06 bundle
Expert-thinking profile for Biomedical Engineer (device R&D / implants / biomechanics / regulatory (510(k), ISO 10993)): Reasons from ISO 14971 risk management, ISO 10993 biocompatibility matrices, ASTM F/ISO 14242 mechanical and wear testing, and FDA 510(k) substantial equivalence; treats stress shielding, UHMWPE osteolysis, F2129 corrosion artifacts, and predicate/material mismatches as first-class failure modes.

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Biophysical Chemist · stanfish06 bundle
Expert-thinking profile for Biophysical Chemist (wet-lab / biophysics / calorimetry & surface methods / single-molecule / binding thermodynamics & kinetics): Reasons from free energy landscapes, binding equilibria (K_d, ΔG = ΔH − TΔS), and probe–system coupling through ITC, SPR/BLI, smFRET, AUC, and global fitting (KinTek, SEDFIT) while treating probe perturbation, mass-transport-limited kon, aggregation-driven avidity, and two-state melting violations as first-class...

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Bioprocess Engineer · stanfish06 bundle
Expert-thinking profile for Bioprocess Engineer (wet-lab / integrated biologics USP–DSP, scale-up & GMP validation): Reasons from QTPP–CPP–CQA QbD, CHO fed- batch/perfusion scale-up (P/V, kLa, mixing), platform mAb DSP (Protein A, low-pH viral hold, IEX polish, UF/DF), tech transfer and PPQ lifecycle; treats transport-limited scale-up, harvest fouling, on-column aggregation, SUB leachables, and arbitrary three- batch PPQ as...

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Catalysis Scientist · stanfish06 bundle
Expert-thinking profile for Catalysis Scientist (heterogeneous/homogeneous/enzymatic catalysis / reaction engineering / operando spectroscopy / kinetics & site-counting): Reasons from active-site structure, turnover frequency, selectivity, and the Sabatier principle through CO/H2 chemisorption site-counting, Weisz-Prater and Mears transport checks, Langmuir-Hinshelwood/Mars-van Krevelen kinetics, and operando DRIFTS/XAS while treating diffusion-limited apparent rates, DRIFTS spectator...

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Atmospheric Scientist · stanfish06 bundle
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 moisture/energy budgets through PV/omega/Q-vector diagnostics, reanalyses (ERA5, MERRA-2) and WRF/MPAS/CMIP runs, and obs validation (GRUAN sondes, IMERG, CERES), while treating reanalysis assimilation increments, retrieval biases...

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Bayesian Statistician · stanfish06 bundle
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 Stan/PyMC HMC-NUTS fits, prior and posterior predictive checks, PSIS-LOO, and SBC calibration while treating divergent transitions and funnels, weak identifiability and label switching, improper posteriors, and...

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Benchling Integration · stanfish06 bundle
Benchling Python SDK and REST API integration for registry entities, inventory, ELN entries, workflows, Benchling Apps, and Data Warehouse queries. Use when automating lab data with benchling-sdk or the v2 API.

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Bio Manuscript Refine · stanfish06 bundle
Refinement loop for the bio-manuscript pipeline: three-reviewer iterative optimization (editor, computational, biological). Use when reviewing a manuscript plan, producing structured review comments, revising round by round, and tracking score and revision history toward a target journal.

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Build Complexheatmaps · stanfish06 bundle
Build, debug, and polish ComplexHeatmap figures in R, including HeatmapList sizing, unequal-row multi-panel layouts, row and column annotations, anno_mark labels, shared legends, title decoration, spacing, and vector or raster export. Use when creating or fixing ComplexHeatmap heatmaps, especially publication figures with multiple matrices, variable row counts, annotated genes, or compressed panels.

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Clinical Data Manager · stanfish06 bundle
Expert-thinking profile for Clinical Data Manager (clinical / research): Reasons from ALCOA+ data integrity, traceability, and analysis-ready datasets through CDASH/SDTM/ADaM pipelines, edit-check specs, Pinnacle 21 validation, MedDRA/WHO Drug coding, and define.xml under 21 CFR Part 11, treating blinding breaches, SAE-safety reconciliation gaps, mid-study IG/dictionary version drift, and...

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Clinical Embryologist · stanfish06 bundle
Expert-thinking profile for Clinical Embryologist (clinical / research): Reasons from gamete and embryo biology, manufacturing-quality lab control, and prespecified cycle/oocyte/embryo denominators through Vienna consensus KPIs, Gardner/ASEBIR grading, time-lapse morphokinetics, WHO 6th-edition andrology, and vitrification SOPs while treating media-lot and incubator-gas drift, witness...

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Clinical Trial Finder · stanfish06 bundle
Find clinical trials for a gene, variant, or condition from ClinicalTrials.gov + EUCTR, with FHIR R4 output

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Computational Chemist · stanfish06 bundle
Expert-thinking profile for Computational Chemist (computational / dry / quantum chemistry & molecular simulation): Reasons from Kohn–Sham DFT, def2/D4 functional selection, and conformer ensembles through VASP/Gaussian/ORCA, AMBER/GROMACS MD, CREST/CENSO sampling, ONIOM/QM/MM electrostatic embedding, GMTKN55 validation, and SCF convergence escalation while treating B3LYP/6-31G*, BSSE, link-atom artifacts, and force-field mismatch...

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Construction Engineer · stanfish06 bundle
Expert-thinking profile for Construction Engineer (field + office / construction management, means & methods, QA/QC): Reasons from design intent versus means-and- methods through CPM/P6 and Last Planner scheduling, Revit/Navisworks BIM coordination, IBC Chapter 17 special inspections, ASTM C31/C39 cylinder acceptance, and ACI 318 low- break/core protocols while treating formwork collapse, honeycombing, tolerance stack- up, and schedule...

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Reverse Engineering · stanfish06 bundle
Provides reverse engineering techniques. Use when the main job is to understand how a compiled, obfuscated, packed, or virtualized target works before exploiting or solving it, including binaries, APKs, WASM, firmware, custom VMs, bytecode, malware-like loaders, and anti-debug or anti-analysis logic. Do not use it when the vulnerability is already understood and the remaining task is exploitation; use pwn instead. Do not use it for pure web workflows, log or disk forensics, or standalone crypto problems unless reversing the implementation is the real blocker.

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Risk Analysis Audit · stanfish06 bundle
Risk Analysis Audit skill for Datasite deal rooms. Use this skill whenever a sell-side deal team wants to audit, review, or flag risks across a data room before going live. Triggers include: "run a risk audit", "flag risks in the data room", "risk review", "what are the risks in this deal", "audit the data room", "risk analysis", "flag issues before we go live", "what should we fix before launch", or any request to analyse deal risk by workstream (Tax, Finance, Legal, HR, IP, Commercial, Regulatory, ESG). Use whenever the user is preparing a data room for launch and wants a structured view of what might concern a buyer. Do not use for document quality issues like PII or redaction (use document-quality-check), or for identifying missing sections (use gap-analysis).

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Shipping And Launch · stanfish06
Prepares production launches. Use when preparing to deploy to production. Use when you need a pre-launch checklist, when setting up monitoring, when planning a staged rollout, or when you need a rollback strategy.

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Shopify Custom Data · stanfish06 bundle
Use first when prompts mention Metafields or Metaobjects. Use Metafields and Metaobjects to model and store custom data for your app. Metafields extend built-in Shopify data types like products or customers, Metaobjects are custom data types that can be used to store bespoke data structures. Metafield and Metaobject definitions provide a schema and configuration for values to follow.

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Spatialdata Squidpy · stanfish06
Spatial omics workflows with SpatialData and Squidpy alongside scanpy, anndata, and napari-viz. Use when working with Visium, Xenium, CosMx, MERFISH, Slide-seq, spatial transcriptomics, spatial proteomics, tissue images linked to AnnData, spatial neighbor graphs, spatial autocorrelation, ligand-receptor proximity, image features, or napari-spatialdata.

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Stem Cell Biologist · stanfish06 bundle
Expert-thinking profile for Stem Cell Biologist (wet-lab / hPSC culture and directed differentiation): Human pluripotent stem cell maintenance, ISSCR-aligned QC (pluripotency markers, tri-lineage differentiation, genomic drift, mycoplasma), and directed differentiation troubleshooting.

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Stitch Design Taste · stanfish06 bundle
Semantic Design System Skill for Google Stitch. Generates agent-friendly DESIGN.md files that enforce premium, anti-generic UI standards — strict typography, calibrated color, asymmetric layouts, perpetual micro-motion, and hardware-accelerated performance.

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Structural Engineer · stanfish06 bundle
Expert-thinking profile for Structural Engineer (analysis & design / LRFD-ASD limit states / seismic & wind lateral systems / connections & foundations / codes (ASCE 7, ACI 318, AISC...): Reasons from equilibrium, load-path continuity, ductility, and code-mandated safety formats through ASCE 7 load combinations, ETABS/SAP2000 models with independent hand checks, AISC 360/341 and ACI 318 capacity design, and ASCE 41 evaluation, while treating soft-story drift, brittle connection and anchor breakout...

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Synthetic Biologist · stanfish06 bundle
Expert-thinking profile for Synthetic Biologist (engineering biology / DBTL / genetic circuits + metabolic pathways / Golden Gate + Gibson assembly / SBOL-SBML standards / biosafety (NIH...): Reasons from biological parts, the DBTL cycle, chassis context, and the central dogma as a wiring diagram through Golden Gate and Gibson assembly, SBOL/SBML encoding, RPU/MEFL-calibrated characterization, and FBA models while treating metabolic burden, genetic instability, plasmid loss, and resource competition as...

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Template Comparison · stanfish06
Compares two or more dotnet new templates side by side to help users choose between them based on parameters, feature support, frameworks, and classifications. USE FOR: deciding between similar templates (webapi vs webapp, blazor vs blazorwasm, console vs worker), producing a side-by-side comparison of parameters and feature support, understanding how templates differ before creating a project. DO NOT USE FOR: creating a project from a template (use template-instantiation), authoring or validating custom templates (use template-authoring and template-validation), general single-template discovery (use template-discovery).

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Template Validation · stanfish06
Validates custom dotnet new templates for correctness before publishing. Catches missing fields, parameter bugs, shortName conflicts, constraint issues, and common authoring mistakes that cause templates to fail silently. USE FOR: checking template.json files for errors before publishing or testing, diagnosing why a template doesn't appear after installation, reviewing template parameter definitions for type mismatches and missing defaults, finding shortName conflicts with dotnet CLI commands, validating post-action and constraint configuration. DO NOT USE FOR: finding or using existing templates (use template-discovery), creating projects from templates (use template-instantiation), creating templates from existing projects (use template-authoring).

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Security Diff Scan · stanfish06 bundle
Use when the user asks for a security review of a pull request, commit, branch diff, working-tree patch, or other Git-backed change set.

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Structural Biology · stanfish06 bundle
Structure retrieval, confidence-aware AlphaFold DB usage, coordinate download, PAE and pLDDT interpretation, and structure-guided biological annotation.

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Template Authoring · stanfish06
Guides creation and validation of custom dotnet new templates from existing projects. Generates a .template.config/template.json that preserves the source project's conventions. USE FOR: creating a reusable dotnet new template from an existing project, bootstrapping .template.config/template.json with correct identity, shortName, parameters, and post-actions, adding parameters or conditional content to a template you are authoring, validating the template.json you are authoring before publishing, packaging templates as NuGet packages for distribution. DO NOT USE FOR: validating an existing template.json as a standalone task (use template-validation), finding or using existing templates (use template-discovery and template-instantiation), MSBuild project file issues unrelated to template authoring, NuGet package publishing (only template packaging structure).

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Template Discovery · stanfish06
Helps find, inspect, and compare (at a high level) .NET project templates. Resolves natural-language project descriptions to ranked template matches with pre-filled parameters. USE FOR: finding the right dotnet new template for a task, inspecting a template's parameters and constraints, understanding what a template produces before creating a project, resolving intent like "web API with auth" to concrete template + parameters. DO NOT USE FOR: actually creating projects (use template-instantiation), authoring custom templates (use template-authoring), producing a detailed side-by-side comparison (use template-comparison), choosing cross-parameter defaults during creation (use template-smart-defaults), MSBuild or build issues (use dotnet-msbuild plugin), NuGet package management unrelated to template packages.

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Variant Annotation · stanfish06 bundle
Annotate VCF variants with Ensembl VEP REST, ClinVar significance, gnomAD/population frequency context, and prioritized variant ranking.

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Vllm Deploy Simple · stanfish06 bundle
Quick install and deploy vLLM, start serving with a simple LLM, and test OpenAI API.

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Wildlife Biologist · stanfish06 bundle
Expert-thinking profile for Wildlife Biologist (field / population monitoring / telemetry / management science): Reasons from detectability-aware abundance (Distance/mrds, MARK/RMark CJS, secr/oSCR, unmarked occupancy), Camtrap DP and Movebank/amt telemetry, ASM/MBTA/ESA permitting, and MIEM/FAIRe eDNA while treating index-effort bias, closure violation, bait aggregation, apparent-survival emigration, and collar/fix...

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Zoom Video Sdk Web · stanfish06 bundle
Zoom Video SDK for Web - JavaScript/TypeScript integration for browser-based video sessions, real-time communication, screen sharing, recording, and live transcription

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Acoustical Engineer · stanfish06 bundle
Expert-thinking profile for Acoustical Engineer (noise control / building & environmental acoustics / NVH / standards (IEC 61672, ISO 9613-2)): Reasons from source-path-receiver control, logarithmic decibel levels, and mass-law transmission loss through IEC 61672 Class 1 metering, ISO 9613-2 propagation, SEA/FEM/BEM simulation, and ISO 9612 occupational surveys while treating flanking paths, coincidence dips, tonality penalties, and background-correction...

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Acoustics Physicist · stanfish06 bundle
Expert-thinking profile for Acoustics Physicist (wave acoustics / ultrasonics & underwater / transducer & array / impedance tube & anechoic / standards (ISO 10534, IEC 61672)): Reasons from impedance Z=p/u, Helmholtz number kL regime, and the sonar equation SL-TL-NL+DI+PG through impedance tubes (ISO 10534), anechoic and reverberation rooms, laser vibrometry, and k-Wave/COMSOL simulation while treating edge diffraction inflating absorption above one, near-field versus far-field confusion...

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Actuarial Scientist · stanfish06 bundle
Expert-thinking profile for Actuarial Scientist (life / health / P&C / valuation / capital & accounting): Reasons from mortality tables (qx, period/cohort, select/ultimate) and Chain-Ladder/Mack reserving through GLM/GAM frequency–severity and Tweedie pricing, limited-fluctuation and Bühlhmann-Straub credibility, Solvency II SCR standard formula, and IFRS 17 CSM/RA while treating triangle truncation, overfitting, and tail...

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Exoplanet Scientist · stanfish06 bundle
Expert-thinking profile for Exoplanet Scientist (detection / RV & transits / atmospheric retrieval / occurrence demographics): Reasons from Keplerian motion, transit and RV geometry, and degenerate retrieval spaces through TLS/BLS searches, centroid and odd-even vetting, RadVel and GP activity models, and petitRADTRANS retrievals while treating eclipsing-binary blends, stellar-rotation-mimicking RV signals, and look-elsewhere completeness...

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Fisheries Scientist · stanfish06 bundle
Expert-thinking profile for Fisheries Scientist (stock assessment / population dynamics / harvest control rules / MSE / reference points (F_MSY, B_lim)): Reasons from recruitment, growth, and natural and fishing mortality through state-space assessment models (SS3, SAM, JABBA), CPUE/GLM standardization, and reference points like F_MSY and B_lim under ICES and Magnuson-Stevens frameworks, while treating hyperstability, retrospective bias (Mohn's rho), unaccounted...

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Food Microbiologist · stanfish06 bundle
Expert-thinking profile for Food Microbiologist (QC lab / food safety / spoilage ecology / HACCP / method validation (ISO 16140, BAM)): Reasons from food as a hurdle- governed matrix of water activity, pH, and redox through BAM/ISO reference methods, c/n/m/M sampling plans, PMA-v-qPCR, and ComBase kinetics while treating VBNC and injured cells, post-process contamination, matrix inhibition, and unconfirmed PCR hits as first-class failure modes.

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Foundation Engineer · stanfish06 bundle
Expert-thinking profile for Foundation Engineer (geotechnical design / deep & shallow foundations / soil-structure interaction / LRFD (AASHTO, Eurocode 7) / site investigation): Reasons from effective stress, ULS versus SLS limit states, and construction-altered soil behavior through CPT/SPT logging, triaxial and oedometer testing, LRFD φ-factor checks, and LPILE/PLAXIS analysis while treating liquefaction- driven lateral spread, negative skin friction downdrag, differential settlement, and...

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Galactic Astronomer · stanfish06 bundle
Expert-thinking profile for Galactic Astronomer (Galactic archaeology / survey astrometry / stellar populations / chemodynamics / orbit modeling): Reasons from distance ladders, dust extinction, and survey selection functions through Gaia DR3 cross-matches, isochrone and Bayesian SFH fitting (PARSEC/MIST, Starfish), and orbit integration in named potentials (McMillan17, MWPotential2015) via galpy, Agama, and Gala, while treating parallax-S/N and RUWE failures...

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Industrial Engineer · stanfish06 bundle
Expert-thinking profile for Industrial Engineer (manufacturing / logistics / service operations / ergonomics & simulation): Reasons from takt, Little's Law, and ρ-stable queueing (M/M/c, Erlang C) through DMAIC/DMADV, VSM, line balancing, SLP/ALDEP/CRAFT layout, MTM/MOST, work sampling, RNLE/RULA/REBA, ISO 22400 OEE, and Arena/AnyLogic DES V&V; treats simulation warm-up/replication gaps, CRAFT non-contiguity, and OEE- without-takt red...

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Landscape Ecologist · stanfish06 bundle
Expert-thinking profile for Landscape Ecologist (spatial pattern analysis / connectivity modeling / landscape genetics / remote sensing / disturbance ecology): Reasons from scale-explicit pattern-process feedbacks, configuration over composition, and functional rather than graphical connectivity through FRAGSTATS, landscapemetrics, Circuitscape resistance surfaces, NLMR neutral models, and block cross-validation, while treating MAUP grain artifacts, classification error...

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Mass Spectrometrist · stanfish06 bundle
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 assignment, and spectral libraries (NIST, mzCloud, GNPS) under FDA/ICH M10/MSI tiers, while treating matrix suppression...

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Materials Physicist · stanfish06 bundle
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 SQUID/MOKE with Materials Project/VASP while treating matrix-element ARPES artifacts, substrate-dominated GIXRD, contact-resistance Hall errors, and DFT gap overclaim as...

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Materials Scientist · stanfish06 bundle
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, TEM/STEM, and ASTM mechanical testing while treating preferred orientation, FIB Ga artifacts, EBSD overlap, and Rietveld overfitting as first-class failure modes.

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Matlab Analyze Data · stanfish06 bundle
Analyze data using MATLAB. Use when the task involves tables, timetables, time-series data, numeric arrays, sensor matrices, or gridded data — including but not limited to exploring, filtering, sorting, cleaning, transforming, aggregating, smoothing, padding, trimming, and answering questions about data. MATLAB provides extensive, easy-to-use built-in functions for these workflows with no additional products required.

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Mechanical Engineer · stanfish06 bundle
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 modes.

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Metrology Scientist · stanfish06 bundle
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 equivalence, and ILAC decision rules before any pass/fail claim.

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Economic Geologist · stanfish06 bundle
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 lithogeochemistry, LA-ICP-MS sulfide fingerprinting, and geophysical vectors to JORC/CIM/NI 43-101 MRE domaining, variography, OK/MIK estimation, and classification while treating transported regolith...

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Figma Code Connect · stanfish06 bundle
Creates and maintains Figma Code Connect template files that map Figma components to code snippets. Use when the user mentions Code Connect, Figma component mapping, design-to-code translation, or asks to create/update .figma.ts or .figma.js files.

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Forestry Scientist · stanfish06 bundle
Expert-thinking profile for Forestry Scientist (field / inventory / silviculture / remote sensing / forest carbon): Reasons from silvicultural systems, site index, DGH and DBH increment, and FIA cruise design through FVS/ORGANON calibration, LiDAR area- based inventory with support matching, and IPCC carbon pools while treating site-index misassignment, plot edge effects, and change-of-spatial-support bias as first-class failure...

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Great Expectations · stanfish06 bundle
Data validation using Great Expectations. Expectation suites, checkpoints, and data docs for pipeline monitoring.

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Hydraulic Engineer · stanfish06 bundle
Expert-thinking profile for Hydraulic Engineer (open-channel / pipe flow / water systems): Reasons from Bernoulli–Darcy–Weisbach, Moody diagrams, HEC-RAS/EPANET modeling, and pump/system curves while treating transient water hammer, air entrainment, and roughness aging as first-class failure modes.

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Isotope Geochemist · stanfish06 bundle
Expert-thinking profile for Isotope Geochemist (mass spectrometry (TIMS/MC-ICP- MS/IRMS/SIMS) / radiogenic geochronology / stable-isotope tracers / clean-lab separation chemistry): Reasons from fractionation theory, decay schemes, reservoir mixing, and closure assumptions through standard-sample bracketing, double-spike deconvolution, isochron/Tera-Wasserburg fitting with MSWD, and ISO Guide uncertainty propagation while treating Pb-blank and lab-air contamination, mass bias, Pb loss and...

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Matlab Build Chart · stanfish06 bundle
Create and customize MATLAB charts and plots. Plot types (line, scatter, bar, histogram, heatmap, surface), axes configuration, annotations, data tips, interactive plots, animation, multiple axes with tiledlayout, colororder, and performance optimization. Works for standalone figures, Live Scripts, and uifigure apps. Use when plotting data, customizing axes, adding annotations or interactivity, animating charts, or arranging multiple axes. Triggers: plot, chart, graph, axes, uiaxes, annotation, data tips, animation, tiledlayout, colororder, heatmap, scatter, figure, visualization, export.

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Matlab Call Python · stanfish06 bundle
Call Python libraries from MATLAB using the py. interface, pyrun, pyrunfile, or pyenv. Use when writing or executing MATLAB code that calls Python functions or passes data between MATLAB and Python. REQUIRED when triaging Python errors from MATLAB (ModuleNotFoundError, ImportError, "Unable to resolve the name 'py.*'"). REQUIRED when setting up Python environments for MATLAB, creating virtual environments, or installing Python packages for use with MATLAB.

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Matlab Review Code · stanfish06 bundle
Review MATLAB code for quality, performance, maintainability, and adherence to MathWorks coding standards. Uses check_matlab_code and matlab_coding_guidelines. Use when reviewing code, checking style, finding code smells, assessing quality, or preparing code for handoff or publication.

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Medical Geneticist · stanfish06 bundle
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, Tier 3 carrier screening, SF v3.3, and CPIC pharmacogenomics while treating VUS overcall, CPM/NIPT discordance, mtDNA heteroplasmy sampling, and SpliceAI-only...

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Medical Mycologist · stanfish06 bundle
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 species mis-ID, and azole MIC trailing as first-class failure modes.

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Mycobacteriologist · stanfish06 bundle
Expert-thinking profile for Mycobacteriologist (BSL-3 clinical microbiology / TB-NTM culture & molecular DST / WGS resistance genotyping / public-health reporting): Reasons from slow-growing acid-fast bacilli, knife-edge NALC-NaOH decontamination, and BSL-3 aerosol risk through MGIT culture, Xpert MTB/RIF and line-probe assays, MALDI- TOF and WGS resistance calls against the WHO mutation catalog while treating over- decontamination false negatives, laboratory cross-contamination...

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Writing Great Skills · stanfish06 bundle
Reference for writing and editing skills well — the vocabulary and principles that make a skill predictable.

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Writing Mstest Tests · stanfish06
Write, create, modernize, or fix comprehensive MSTest unit tests with MSTest 3.x/4.x APIs. USE FOR: write, create, review, or modernize MSTest tests and assertions, better MSTest assertion than Assert.IsTrue, replace hard cast with IsInstanceOfType, MSTest assertion APIs (Contains, ContainsSingle, HasCount, IsEmpty, IsNotEmpty, DoesNotContain, AreSame, IsNull, StartsWith, EndsWith, MatchesRegex, IsGreaterThan, IsLessThan, IsInRange), swapped/reversed Assert.AreEqual args (Expected/Actual backwards), replace ExpectedException with Assert.Throws, data-driven (DataRow, DynamicData, ValueTuples), lifecycle (TestInitialize, TestCleanup, TestContext), async and cancellation tests, conditional execution/retry/cleanup (OSCondition, Retry), parallelization (Parallelize/DoNotParallelize), MSTest.Sdk setup, MSTESTxxxx analyzer fixes. DO NOT USE FOR: test quality audits (use test-anti-patterns), running tests (use run-tests), MSTest version migration (use migrate-mstest skills), xUnit/NUnit/TUnit, or non-.NET languages.

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Zoom Meeting Sdk Web · stanfish06 bundle
Zoom Meeting SDK for Web - Embed Zoom meeting capabilities into web applications. Two integration options: Client View (full-page, familiar Zoom UI) and Component View (embeddable, Promise-based API). Includes SharedArrayBuffer setup for HD video, gallery view, and virtual backgrounds.

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Accelerator Physicist · stanfish06 bundle
Expert-thinking profile for Accelerator Physicist (experimental / beam physics): Reasons from beam optics, RF cavities, emittance budgets, and loss maps while treating halo and impedance-driven instabilities as first-class failure modes.

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Aeronautical Engineer · stanfish06 bundle
Expert-thinking profile for Aeronautical Engineer (fixed-wing aircraft design / certification / flight test): Reasons from airfoil polars, drag buckets, and static margin through AVL/DATCOM stability derivatives, wind-tunnel blockage and wall corrections, FAR 25 §25.101–25.207 compliance matrices, and AC 25-7 flight-test evidence—not generic aerospace or pure CFD aerodynamics.

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Agricultural Engineer · stanfish06 bundle
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 ET-based scheduling, psychrometric grain-drying balances, ASABE D497 draft estimates, EPANET pipe networks, and RTK-GNSS/ISOBUS precision-ag validation while treating soil compaction, clogged drip emitters, grain-bin hotspots, GPS...

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Air Quality Scientist · stanfish06 bundle
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 SMOKE/MOVES inventories, WRF-driven CTMs like CMAQ and CAMx, PMF/ME-2 apportionment, and concentration-response functions, while treating rotational PMF ambiguity, AOD-to- PM bias in humid regions, uncalibrated low-cost sensors, and...

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Algorithms Researcher · stanfish06 bundle
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 failure modes.

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Applied Mathematician · stanfish06 bundle
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, PETSc, LAPACK), Tikhonov inverse problems, and ASME/Sandia V&V while treating ill-posed inversion, stiffness, and numerical diffusion as first-class failure modes.

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Aquaculture Scientist · stanfish06 bundle
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- class failure modes.

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Archaic Introgression · stanfish06 bundle
Detect Neanderthal and Denisovan introgression segments from modern human genomes

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Microbial Ecologist · stanfish06 bundle
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 SILVA/GTDB/EMP workflows; treats kitome contamination, GCN bias, pseudoreplication, SparCC-as-interaction, and PICRUSt2-as-measured-function as first-class failure modes.

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Molecular Biologist · stanfish06 bundle
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- technical replicate structure through MIQE-compliant RT-qPCR, ddPCR, Western/flow/microscopy, CRISPR editing with rescue, and IWGAV antibody validation while treating off-target reagent effects, batch...

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Molecular Ecologist · stanfish06 bundle
Expert-thinking profile for Molecular Ecologist (field / lab / computational population & environmental genetics): Reasons from population genetics, eDNA/metabarcoding, and marker choice (microsatellites, SNPs, mtDNA); analyzes with STRUCTURE/ADMIXTURE, hierfstat FST, DADA2 pipelines, and ddPCR; treats null alleles, Wahlund effect, batch effects, and eDNA allelic dropout as first-class failure modes.

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Neuropharmacologist · stanfish06 bundle
Expert-thinking profile for Neuropharmacologist (wet-lab / in vitro pharmacology + in vivo behavioral PK/PD + translational imaging): Reasons from Kp,uu,brain and receptor occupancy, radioligand binding with depletion-aware Ki, biased GPCR/allosteric signaling, PDSP/GtoPdb panels, microdialysis and PET RO, and operant self- administration while treating Cheng-Prusoff error, P-gp efflux, FST validity limits, and patch-clamp Rs artifacts as first-class...

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Ngs Analysis Router · stanfish06 bundle
Route BCL, FASTQ, BAM/CRAM, count-matrix, or VCF sequencing requests to the right public NGS analysis skill and ask only the missing assay-specific setup questions.

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Nutrition Scientist · stanfish06 bundle
Expert-thinking profile for Nutrition Scientist (nutritional epidemiology / controlled feeding trials / dietary assessment & biomarker validation / survey analysis (NHANES, DLW)): Reasons from intake measurement error, energy balance, and causal triangulation through doubly-labeled-water validation, NCI usual-intake models, DRI (EAR/RDA/UL) frameworks, crossover feeding trials, and Mendelian randomization while treating dietary underreporting, reverse causation (sick-quitter), unadjusted...

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Officecli Word Form · stanfish06
Use this skill to create fillable Word forms (.docx) with real Content Controls (SDT) + legacy FormField checkboxes + MERGEFIELD mail-merge placeholders + document protection. Trigger on: 'fillable form', 'form fields', 'content controls', 'SDT', 'word form', 'fill in', 'only editable fields', 'protect document', 'onboarding form', 'HR intake', 'survey template', 'contract / SOW template', 'mail-merge template', 'compliance checklist', 'medical intake questionnaire'. Output is a single .docx where specific fields are editable and the rest is locked. This skill is INDEPENDENT, not a scene layer on docx — payload is `<w:sdt>` + `<w:ffData>` + `<w:fldChar>` + `documentProtection`, none of which docx base skill covers. Do NOT trigger for regular reports, letters, memos, academic papers, pitch decks, or any document with no user-fillable fields — route those to officecli-docx or its scene layers.

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Petroleum Geologist · stanfish06 bundle
Expert-thinking profile for Petroleum Geologist (exploration / appraisal / development geoscience): Reasons from petroleum-system elements (kerogen I–IV, kitchens, critical moment), trap/spill-point and SGR fault seal, AVO/DHI and inversion QC, Archie/Simandoux/NMR petrophysics with Monte Carlo STOIIP, and PetroMod 1D–3D charge migration; treats tuning flat spots, post-trap charge, and uncorrected Archie Sw as...

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Photonics Scientist · stanfish06 bundle
Expert-thinking profile for Photonics Scientist (research / integrated photonics / nonlinear optics): Reasons from guided-wave dispersion, ring FSR–Q–coupling, and FWM phase matching; designs waveguides, lasers, and modulators with Lumerical MODE/FDTD/CHARGE/INTERCONNECT while treating dispersive FSR mismatch, TPA/FCA/XPM detuning, mesh dispersion, etalon ripples, and thermal bistability as first-class failure modes.

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Physician Scientist · stanfish06 bundle
Expert-thinking profile for Physician-Scientist (clinical / translational / basic and patient-oriented research): Reasons across the bedside–bench cycle and T0–T4 spectrum; navigates PSTP/ABIM pathways, K08/K23/R01 funding, IRB/IND/IDE sponsor-investigator duties, and CONSORT/SPIRIT reporting while treating protected-time loss and preclinical irreproducibility as first-class failure modes.

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Planetary Geologist · stanfish06 bundle
Expert-thinking profile for Planetary Geologist (remote sensing / GIS / planetary surfaces (Mars, Moon)): Reasons from stratigraphy and landform genesis through ISIS/GDAL/JMARS/ArcGIS, CraterTools/CSFD Tools/CraterStats2 chronology, CRISM/M3/THEMIS spectroscopy with SPLib/RELAB, and PDS archives while treating secondaries, projection/datums, and production-function choice as first-class failure modes.

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Planetary Scientist · stanfish06 bundle
Expert-thinking profile for Planetary Scientist (solar-system / remote-sensing & in situ / exoplanet detection-characterization / mission archives (PDS, SPICE)): Expert profile for planetary scientist — see AGENTS.md for field-specific methods and failure modes.

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Power Grid Engineer · stanfish06 bundle
Expert-thinking profile for Power Grid Engineer (transmission / protection / planning / NERC compliance): Reasons from AC power flow, N-1 contingency, and relay coordination through PSS/E studies, distance/differential protection, IBR/IEEE 2800 models, COMTRADE event analysis, and NERC TPL/PRC standards while treating EMS topology drift, voltage collapse, and ATC vs nameplate as first-class failure modes.

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Propulsion Engineer · stanfish06 bundle
Expert-thinking profile for Propulsion Engineer (engine design / hot-fire test / combustion stability / rockets-airbreathing-EP / cycle analysis): Reasons from thrust, specific impulse, characteristic velocity c*, thrust coefficient Cf, and NPSH through NASA CEA, RPA and NPSS cycle models, hot-fire thrust stands, and ROCCID/bomb-test stability screening while treating nozzle separation, inducer cavitation, chugging/screech combustion instability, and scramjet...

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Rare Disease Rnaseq · stanfish06 bundle
Blood RNA-seq expression-outlier detection for rare-disease diagnostics. Cases scored against a control reference panel; outliers ranked and filtered by a haploinsufficient disease-gene panel.

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Neuroinformatician · stanfish06 bundle
Expert-thinking profile for Neuroinformatician (data standards / BIDS-NWB / reproducible pipelines / archive federation (DANDI, OpenNeuro) / atlas registration): Reasons from FAIR schema, provenance, and pinned software environments through BIDS, NWB, ontologies, versioned Snakemake/Nextflow pipelines, and bids- validator/nwbinspector checks while treating silent metadata failures like wrong NWB units, colliding multi-site subject IDs, unsynced event onsets, and atlas-version...

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Organoid Biologist · stanfish06 bundle
Expert-thinking profile for Organoid Biologist (wet-lab / stem-cell and 3D epithelial culture): Reasons from niche signaling, Matrigel scaffolds, and culture geometry; engineers Wnt/R-spondin expansion, ALI differentiation, and PDO biobanks while treating matrix lot effects and donor-level pseudoreplication as first-class failure modes.

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Paleoclimatologist · stanfish06 bundle
Expert-thinking profile for Paleoclimatologist (proxy reconstruction / chronology & age modeling / spectral & cyclostratigraphy / model-data comparison (PMIP, DeepMIP)): Reasons from proxy transfer functions, archive integration time, and orbital forcing through Bayesian age-depth modeling (Bacon, OxCal), IntCal20 radiocarbon calibration, PAGES2k compositing, and proxy-equivalent PMIP/DeepMIP comparison while treating age- model uncertainty, non-stationary calibration (CO2...

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Pandera Validation · stanfish06 bundle
DataFrame schema validation using pandera. Schema definitions, column checks, and decorator-based validation.

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Particle Physicist · stanfish06 bundle
Expert-thinking profile for Particle Physicist (experimental / phenomenological high- energy physics): Reasons from SM gauge structure, parton PDFs, and detector response through ATLAS/CMS/LHCb/Belle II/DUNE workflows, Geant4+Pythia/MG5 simulation, HistFactory/Combine/pyhf likelihoods, and HEPData/Rivet preservation while treating LEE/global significance, JES/pile-up, fake leptons, and flux×cross-section systematics as...

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Patch Diff Exploit · stanfish06 bundle
N-day 补丁差分到利用。从厂商发布的补丁里反推漏洞点、写 PoC、做成可用的攻击模块。适用场景：已知 CVE 编号但只有补丁没有 PoC、SRC/红队需要打击未及时更新的资产、N-day 武器化、Patch Tuesday 跟进。核心方法：拿 before/after 二进制 → 对齐符号 → 二进制 diff → 看新增的安全检查反推 bug class → 写 PoC 触发漏洞。触发关键词：N-day、Nday、补丁差分、patch diff、patch tuesday、1day、binary diff 漏洞、bindiff 利用、ghidriff、Diaphora、补丁分析、CVE 复现、漏洞还原、补丁反推、N-day 武器化。

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1088 published skills · page 5 of 11