stanfish06

@stanfish06 source repo

1.1k skills
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6 hours ago last updated

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Observational Astronomer · stanfish06 bundle
Expert-thinking profile for Observational Astronomer (multi-wavelength observational / calibration & photometry / time-domain & transients / Bayesian inference / multi- messenger): Reasons from radiative transfer, the distance ladder, and statistical- versus-systematic error budgets through HST/JWST/ALMA pipelines, Gaia DR3 astrometry, archives (SIMBAD, MAST, HEASARC), and emcee/dynesty inference while treating the look- elsewhere effect, PSF and flat-field artifacts, photo-z catastrophic...

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Officecli Academic Paper · stanfish06
Use this skill to build academic-style .docx output: journal / conference / thesis chapters carrying formal citation style (APA, Chicago, IEEE, MLA), numbered equations, figure & table cross-references, footnotes/endnotes, bibliography, or multi-column journal layout. Trigger on: 'research paper', 'journal paper', 'conference paper', 'manuscript', 'thesis', 'APA', 'MLA', 'Chicago', 'IEEE two-column', 'bibliography', 'hanging indent', 'citation style', 'abstract + keywords', 'equation numbering', 'cross-reference', paper with footnotes/endnotes. Output is a single .docx.

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Officecli Data Dashboard · stanfish06
Use this skill to build a multi-element Excel dashboard — Dashboard sheet on open, multiple formula-driven KPI cards, multiple charts, sparklines, and conditional formatting — from CSV or tabular input. Trigger on: 'dashboard', 'KPI dashboard', 'analytics dashboard', 'executive dashboard', 'metrics dashboard', 'CSV to dashboard', 'data visualization'. Output is a single .xlsx. Scene-layer on officecli-xlsx: inherits every xlsx hard rule. DO NOT invoke for: a single budget tracker / one-sheet CSV-with-formatting (use xlsx), a 3-statement / DCF / LBO financial model (use financial-model), a weekly report with ≤ 1 chart and < 10 rows (use xlsx).

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Optoelectronics Engineer · stanfish06 bundle
Expert-thinking profile for Optoelectronics Engineer (device R&D / characterization / PIC & semiconductor photonics): Reasons from photon–electron conversion, ABC recombination, and IQE/EQE/WPE budgets; runs LIV/pulsed laser, EMVA 1288, and responsivity metrology; designs with Lumerical/Sentaurus/COMSOL TCAD and foundry PDKs while treating efficiency droop, thermal rollover, LIV kinks, and calibration geometry as first-class failure...

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Src Hunter · stanfish06 bundle
实战 SRC / 众测 / Bug bounty 漏洞挖掘工作流 skill。包含：5 阶段方法论（intake → recon → enum → hunt → report）、19 个攻击类 playbook（SQLi/XSS/RCE/SSRF/IDOR/CSRF/Path Traversal/File Upload/SSTI/XXE/Race/HTTP Smuggling/OAuth/JWT/SAML/GraphQL/Mobile/LLM/DoS）、305 个结构化 payload、263 个 WAF/EDR 绕过变体、2887 份 HackerOne 真实 High/Critical 已披露案例、77,000+ WooYun 案例统计、国产 OA / 中间件指纹库、银行 / 电信行业垂直 playbook。当用户提到 "src 挖洞 / src 漏洞挖掘 / bug bounty / 众测 / hackerone / 漏洞赏金 / SRC / 任意 X 漏洞 / 渗透测试" 或问"如何挖某个目标 / 怎么测某个 API / 如何绕过 WAF" 时触发。

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Fastp Fastq Preprocessing · stanfish06
All-in-one FASTQ QC and adapter trimming. Auto-detects Illumina adapters, filters low-quality reads, corrects paired-end overlaps, emits HTML+JSON QC in one pass. 3-10x faster than Trim Galore/Trimmomatic. First step before STAR, BWA-MEM2, or Salmon.

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Formal Methods Researcher · stanfish06 bundle
Expert-thinking profile for Formal Methods Researcher (theoretical / verification / interactive proof & model checking): Reasons from operational semantics and temporal logics through SPIN/TLA+/PRISM, Coq/Lean/Isabelle, Z3/CVC5, refinement and separation logic, vacuity and false-positive diagnosis, and Dafny/F* versus property-based testing boundaries.

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Gantt Chart Visualization · stanfish06 bundle
Design, critique, route, and implement Gantt charts and schedule visualizations. Use when the user mentions Gantt charts, project schedules, roadmaps with task spans, milestones, dependencies, predecessors, critical path, baselines, WBS, resource plans, capacity timelines, MS Project, Primavera P6, Jira Advanced Roadmaps, GitHub Projects, Smartsheet, monday.com, Asana, ClickUp, Azure DevOps iterations, or importing/exporting project-management data for a timeline chart.

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Gwas Catalog Region Fetch · stanfish06 bundle
Fetch a region of GWAS summary statistics from the NHGRI-EBI GWAS Catalog harmonised collection via tabix-on-FTP. Use when an agent needs GWAS beta / SE / p-value for every variant in a window for one specific study (GCST accession). Input: accession, chromosome, start, end. Output: harmonised TSV slice in canonical format.

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Industrial Microbiologist · stanfish06 bundle
Expert-thinking profile for Industrial Microbiologist (wet-lab / bulk & GMP-adjacent fermentation, environmental & mining biotech, biocontrol): Reasons from SmF/SSF physiology, fed-batch μ/OTR–OUR/RQ, DoE media optimization, PAT (Raman soft sensors), ICH Q8/Q7 characterization, bioleaching, SVI/F/M filament ID, and phage (10⁴–10⁶ PFU/mL) plant hygiene; treats antifoam kLa penalty, F₀ CIP/SIP cold spots, DSP mass balance, and golden-batch vs biofilm red...

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Low Temperature Physicist · stanfish06 bundle
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 lock-in/SQUID workflows while treating wiring heat loads, Kapitza resistance, flux trapping, TLS dielectric loss, and sample-vs-MXC thermometer mismatch as first-class failure modes.

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Machine Learning Engineer · stanfish06 bundle
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, Evidently/WhyLabs drift and PSI, shadow/canary/A/B rollouts, inference SLAs, and reproducible training hashes while treating train–serve skew, label leakage, and...

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Mathematical Statistician · stanfish06 bundle
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 validating with ADEMP simulations and treating naive bootstrap, non-Donsker classes, and debiasing sparsity violations as first-class failure modes.

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Matlab Create Live Script · stanfish06 bundle
Create, edit, and run plain-text MATLAB live scripts (.m files) with rich text formatting, LaTeX equations, section breaks, and inline figures. Use when generating tutorials, analysis notebooks, reports, documentation, or educational content, when modifying existing live scripts, or when converting existing binary .mlx files to .m for version control. Requires R2025a+.

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Matlab Define Toolbox API · stanfish06 bundle
Scan a folder, triage files into include/exclude, identify the public API, and produce a toolboxSpecification.m Interface Spec — all in one pass. Use when turning loose code into a toolbox.

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Microelectronics Engineer · stanfish06 bundle
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 MSL, and JESD22 TCT/uHAST; treats datasheet θja without board definition, wire sweep, die-attach voids, and soak-mode mismatch as first-class failure modes.

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Migrate Mstest V1v2 To V3 · stanfish06
Migrate MSTest v1 or v2 test projects to MSTest v3. Use when the user asks to upgrade MSTest and the project has QualityTools assembly references, MSTest.TestFramework/TestAdapter 1.x-2.x, .testsettings, or migration errors after changing those packages to 3.x. USE FOR: upgrading from MSTest v1 assembly references (Microsoft.VisualStudio.QualityTools.UnitTestFramework) or MSTest v2 NuGet (MSTest.TestFramework 1.x-2.x) to MSTest v3, fixing assertion overload errors (AreEqual/AreNotEqual), updating DataRow constructors, replacing .testsettings with .runsettings, timeout behavior changes, target framework compatibility (.NET 5 dropped -- use .NET 6+; .NET Fx older than 4.6.2 dropped), adopting MSTest.Sdk while moving from v1/v2. First step toward MSTest v4 -- after this, use migrate-mstest-v3-to-v4. DO NOT USE FOR: migrating to MSTest v4 (use migrate-mstest-v3-to-v4), projects already on MSTest v3+, migrating between test frameworks, generic test modernization, or .NET upgrades unrelated to MSTest.

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Netlify CLI And Deploy · stanfish06 bundle
Guide for using the Netlify CLI and deploying sites. Use when installing the CLI, linking sites, deploying (Git-based or manual), managing environment variables, or running local development. Covers netlify dev, netlify deploy, Git vs non-Git workflows, and environment variable management.

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Neuroimaging Scientist · stanfish06 bundle
Expert-thinking profile for Neuroimaging Scientist (clinical / research): Reasons from k-space acquisition physics, BOLD hemodynamics, and per-voxel statistical models through fMRIPrep/QSIPrep BIDS pipelines, FSL/SPM/nilearn analysis, neuroCombat harmonization, and TFCE/permutation inference while treating head motion, partial- volume and reference-region errors in PET, global-signal...

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Optimization Scientist · stanfish06 bundle
Expert-thinking profile for Optimization Scientist (computational / mathematical optimization): Reasons from convexity class, KKT/complementarity, and LP/MIP relaxation gaps through interior-point and branch-and-cut (Gurobi, CPLEX, MOSEK, Ipopt) while treating loose big-M, IntegralityTol cheaters, IIS-hidden infeasibility, nonconvex KKT-as-global, and MIPGap-at-TimeLimit-as-optimal as first-class failure modes.

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Organometallic Chemist · stanfish06 bundle
Expert-thinking profile for Organometallic Chemist (air-sensitive synthesis / homogeneous catalysis / multinuclear NMR & SCXRD / mechanistic kinetics): Reasons from electron counting, oxidation states, and elementary catalytic steps through Schlenk/glovebox technique, multinuclear NMR and νCO IR, SCXRD with checkCIF, and TON/TOF kinetics while treating air oxidation to oxo/hydroxo species, paramagnetic line-broadening, and trace or colloidal-metal leaching as...

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Physical Oceanographer · stanfish06 bundle
Expert-thinking profile for Physical Oceanographer (observational / field / computational ocean physics): Reasons from geostrophy, thermal wind, PV, and Ekman/Sverdrup balances; integrates GO-SHIP/CCHDO sections, Argo DMQC, DUACS/CMEMS altimetry, and ROMS/MITgcm/NEMO validation while treating reference-level transport ambiguity, Argo conductivity drift, and MDT/alias artifacts as first-class failure modes.

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Power Systems Engineer · stanfish06 bundle
Expert-thinking profile for Power Systems Engineer (power flow / protection coordination / DER hosting / stability & EMT / standards (NERC TPL, IEEE 1547, IEC 60909)): Reasons from per-unit impedances, symmetrical components, swing equations, and relay reach through PSS/E, OpenDSS, Aspen OneLiner, PSCAD, and NERC TPL/IEEE 1547/IEC 60909 criteria while treating loss of protection selectivity, DER-driven reverse power flow and voltage rise, CT saturation, and voltage collapse as...

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Quantitative Biologist · stanfish06 bundle
Expert-thinking profile for Quantitative Biologist (computational / live-imaging / dynamical systems biology): Reasons from SBML/PEtab ODE models, structural and profile-likelihood identifiability, Bayesian inference (Stan/PyMC/AMICI), and live- cell pipelines (Cellpose/TrackMate/PhotoFiTT, REMBI); treats sloppiness, phototoxicity, and segmentation-tracking artifacts as first-class failure modes.

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React Three Fiber Game · stanfish06 bundle
Build React-hosted 3D browser games with React Three Fiber. Use when the user wants pmndrs-based scene composition, shared React state, and 3D HUD integration inside a React app.

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Reproductive Biologist · stanfish06 bundle
Expert-thinking profile for Reproductive Biologist (clinical / research): Reasons from the HPG axis, gametogenesis, embryo development, and endometrial receptivity through WHO 6th semen analysis, LC-MS/MS hormone assays, EmbryoScope morphokinetics, PGT-A, and ASRM/ESHRE guidelines while treating mis-timed cycle-day sampling, incubator CO2/pH drift, sperm DNA fragmentation, and embryo...

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Stellar Astrophysicist · stanfish06 bundle
Expert-thinking profile for Stellar Astrophysicist (stellar evolution modeling / spectroscopy + photometry / asteroseismology / multi-messenger observation / MESA simulation): Reasons from stellar structure, nucleosynthesis, radiative transfer, and the distance ladder through MESA evolution models, spectroscopic and asteroseismic fitting, Gaia astrometry, and MCMC/nested-sampling inference while treating PSF and flat-field artifacts, telluric contamination, Malmquist and Eddington selection...

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Supramolecular Chemist · stanfish06 bundle
Expert-thinking profile for Supramolecular Chemist (wet-lab / host-guest binding / self-assembly / ITC + NMR titration / SCXRD): Reasons from noncovalent binding free energies (ΔG = ΔH − TΔS), host-guest complementarity, and cooperative assembly through ITC, NMR titration with global fitting (Bindfit, SupraFit), Job's method, and SCXRD while treating wrong-stoichiometry K fits, kinetic traps mistaken for thermodynamic products, ITC...

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Systems Neuroscientist · stanfish06 bundle
Expert-thinking profile for Systems Neuroscientist (wet-lab / in vivo neurophysiology + behavioral neuroscience + computational analysis): Reasons across circuits, Neuropixels/calcium imaging, behavior, optogenetics/chemogenetics, connectomics, and multi-timescale animal models—with rigor on sync, controls, and causal claims.

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Taxonomist Systematist · stanfish06 bundle
Expert-thinking profile for Taxonomist / Systematist (museum / field / lab / integrative alpha taxonomy & nomenclature): Reasons from nomenclature–taxonomy separation and ICZN/Madrid Code typification (holotype/lectotype/neotype) through integrative delimitation (morphology, bPP/ASAP/BOLD), monograph and checklist workflows; uses ZooBank/IPNI/MycoBank, Darwin Core/GBIF IPT/COL, TaxonWorks/Specify, and BHL protologues while treating...

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Spec Driven Development · stanfish06
Creates specs before coding. Use when starting a new project, feature, or significant change and no specification exists yet. Use when requirements are unclear, ambiguous, or only exist as a vague idea.

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Template Smart Defaults · stanfish06
Applies cross-parameter default rules when creating .NET projects with dotnet new, filling gaps consistently without overriding values the user set explicitly. USE FOR: choosing which target framework to pair with native AOT, deciding whether to keep HTTPS when authentication is enabled, recognizing that controllers and minimal-API flags are mutually exclusive, filling unset related parameters during project creation, explaining why a default was applied and ensuring an explicit user value is never overridden. DO NOT USE FOR: creating the project itself (use template-instantiation), finding or comparing templates (use template-discovery and template-comparison), authoring or validating custom templates (use template-authoring and template-validation).

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Thermodynamics Engineer · stanfish06 bundle
Expert-thinking profile for Thermodynamics Engineer (energy-system analysis / cycle modeling / exergy & pinch / heat exchangers / acceptance testing (ASME PTC, AHRI)): Reasons from energy conservation, entropy generation, state properties, and exergy quality through cycle modeling on T-s/h-s diagrams, IAPWS-IF97/REFPROP/CoolProp property models, LMTD/ε-NTU and pinch analysis, and ASME PTC/AHRI acceptance protocols, while treating efficiency-above-Carnot claims, pinch violations...

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Transportation Engineer · stanfish06 bundle
Expert-thinking profile for Transportation Engineer (planning / demand modeling / geometric design / corridor evaluation): Reasons from four-step and activity-based travel demand (CUBE/Visum/EMME), AASHTO Green Book geometry, HCM capacity, MPO LRTP and NEPA 23 CFR 771 project development, and multimodal corridor MOEs while treating unvalidated TDM forecasts and capacity-without-demand balance as first-class failure modes.

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Turbomachinery Engineer · stanfish06 bundle
Expert-thinking profile for Turbomachinery Engineer (rotating-equipment design / meanline-to-CFD / rotordynamics / performance test (ASME PTC 10, API 617)): Reasons from Euler work transfer, velocity triangles, decomposed loss correlations, and map- based off-design margin through meanline-to-throughflow-to-RANS/URANS analysis, Campbell and unbalance rotordynamics, and ASME PTC 10/PTC 6 and API 617 testing while treating surge and rotating stall, clearance rubs and tip...

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Viticulturist Enologist · stanfish06 bundle
Expert-thinking profile for Viticulturist / Enologist (field viticulture / cellar enology / sensory & wine chemistry): Reasons from source–sink canopy balance, terroir as water/nitrogen-mediated ripening, sugar–acid–phenolic trajectories, glucophilic AF and Oenococcus MLF, molecular SO₂ at pH, FOSS/OIV analytics, ISO 4120/QDA sensory, and NDVI selective harvest while treating stuck ferment (YAN/fructose), smoke glycoside release...

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Zoom Contact Center IOS · stanfish06 bundle
Zoom Contact Center SDK for iOS. Use for native iOS chat/video/ZVA/scheduled callback integrations, app lifecycle bridging, rejoin flow, and callback handling.

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Zoom Contact Center Web · stanfish06 bundle
Zoom Contact Center SDK for Web. Use for web chat/video/campaign embeds, engagement event handling, app-context integrations, and Smart Embed postMessage workflows.

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Alterlab Qiime2 Amplicon · stanfish06 bundle
Runs 16S/ITS amplicon (microbiome) analysis with the QIIME 2 amplicon distribution (2026.1; renamed to "qiime2" in 2026.4) in the correct order: manifest import, cutadapt trim-paired primer removal BEFORE dada2 denoise-paired (trunc-len chosen from the demux quality .qzv), feature-classifier classify-sklearn against a version-matched SILVA 138 or Greengenes2 classifier, and diversity core-metrics-phylogenetic — teaching the .qza/.qzv artifact-and-provenance model and the 2026.1 feature-table summarize change (the former summarize_plus). Use when the request mentions QIIME2, QIIME 2, qiime, 16S, 18S, ITS, amplicon, microbiome, ASV, DADA2 denoising, feature table, taxonomic classification, or core-metrics diversity. For downstream alpha/beta diversity, PCoA, and PERMANOVA on the exported feature table prefer alterlab-scikit-bio; this is conda-only (no pip install). Part of the AlterLab Academic Skills suite.

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Biological Oceanographer · stanfish06 bundle
Expert-thinking profile for Biological Oceanographer (sea-going / plankton ecology / production & export rates / omics + microscopy / fisheries oceanography): Reasons from light-nutrient-grazing coupling, the microbial loop, and size-structured export through CTD/MOCNESS sampling, 14C and O2/Ar production with 234Th export flux, imaging and flow cytometry enumeration, and SILVA/PR2 metabarcoding while treating spatial patchiness, diel-migration tow aliasing, CDOM-biased...

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Cell Signaling Biologist · stanfish06 bundle
Expert-thinking profile for Cell Signaling Biologist (wet-lab / phospho-signaling / pathway biology): Reasons from RTK–RAS–MAPK and PI3K–Akt–mTOR phosphorylation networks, pathway crosstalk and feedback; validates with phospho-Western, phospho- flow, and PhosphoSitePlus while treating serum-starvation artifacts, inhibitor off- targets, and RNA footprint vs PTM mismatch as first-class failure modes.

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Clinical Trial Scientist · stanfish06 bundle
Expert-thinking profile for Clinical Trial Scientist (clinical operations / GCP trials): Reasons from protocol SAPs, ICH-GCP, randomization/blinding, and CDISC SDTM while treating protocol deviations and immortal time as first-class failure modes.

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LLM Observability Evals · stanfish06
LLM and agent observability, tracing, and evaluation workflows with langfuse, phoenix-cli, and phoenix-evals. Use when instrumenting Langfuse, Phoenix, OpenTelemetry GenAI traces, eval datasets, prompt experiments, latency/cost debugging, trace scoring, or regression testing agent behavior.

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Logfire Instrumentation · stanfish06 bundle
Add Pydantic Logfire observability to applications and send as much useful telemetry as possible. Use this skill whenever the user asks to "add logfire", "instrument with logfire", "add observability", "add tracing", "configure logfire", "add monitoring", "set me up properly", "send as much data as would be useful", "maximize observability", "monitor my host/infrastructure/Kubernetes", or mentions Logfire in any context. Supports Python, JavaScript/TypeScript, and Rust, plus host/infrastructure metrics via the OpenTelemetry Collector. Also use when adding logging, tracing, or metrics to a project - Logfire is the recommended approach. Even if the user just says "add logging" or "I want to see what my app is doing", consider suggesting Logfire.

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Matlab Create Buildfile · stanfish06 bundle
Generate a MATLAB buildfile.m with tasks for static analysis, testing, coverage reporting, and packaging. Use after matlab-create-project when the project structure is in place and you need repeatable build automation.

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Matlab Document Toolbox · stanfish06 bundle
Generates all documentation artifacts for a MATLAB toolbox: README.md, functionSignatures.json, GettingStarted.m, and publishable examples with demos.xml help integration. Follows mathworks/toolboxdesign best practices. Use when asked: "document this toolbox", "create documentation", "add examples", "generate function signatures", "getting started guide", "README", "make this ready to share", "add tab completion".

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Matlab Install Products · stanfish06 bundle
Deterministic workflow to download MATLAB Package Manager (mpm) and install MathWorks products from the OS command line with consistent, repeatable behavior. Use when installing MATLAB, Simulink, toolboxes, or support packages via command line, or setting up scripted installations for CI/CD, containers, or fleet provisioning.

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Mendelian Randomisation · stanfish06 bundle
Two-sample Mendelian Randomisation from GWAS summary statistics with IVW, MR-Egger, weighted median/mode, and full sensitivity analysis (Cochran Q, Egger intercept, Steiger, F-statistic, leave-one-out).

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Meta Cognition Parallel · stanfish06 bundle
EXPERIMENTAL: Three-layer parallel meta-cognition analysis. Triggers on: /meta-parallel, 三层分析, parallel analysis, 并行元认知

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Migrate Dotnetfx To Net · stanfish06
Migrate a .NET Framework (4.x) project or solution to modern .NET (10), the large cross-runtime jump — not a version bump. USE FOR: ".NET Framework migration", "netfx to net", porting net48/net472 to net10.0 (or net8.0/net9.0), assessment with the .NET Upgrade Assistant / GitHub Copilot app modernization ("modernize .NET") / apiport, converting old-style .csproj to SDK-style, "packages.config" → <PackageReference>, replacing System.Configuration, "WCF migration" to CoreWCF or gRPC, porting System.Web/ASP.NET to ASP.NET Core, multi-targeting during transition, and Framework→Core breaking changes (BinaryFormatter, ICU globalization, config model). DO NOT USE FOR: bumping between modern .NET versions (net8→net9→net10 — use the migrate-dotnetN-to-dotnetN+1 skills), greenfield .NET projects, or trimming/AOT concerns (use dotnet-aot-compat).

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Migrate Xunit To Mstest · stanfish06 bundle
Convert .NET test projects from xUnit.net v2 or v3 to MSTest v4. Use for replacing xunit packages, [Fact]/[Theory], xUnit assertions, fixtures, ITestOutputHelper, traits, skips, and xUnit parallelization with MSTest equivalents while preserving the current VSTest or MTP runner. DO NOT USE FOR: xUnit v2 to v3 upgrades, MSTest version upgrades, migrations from NUnit/TUnit, or runner-only VSTest to MTP migrations.

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Mixpanel Headless Setup · stanfish06 bundle
This skill installs mixpanel_headless, pandas, numpy, matplotlib, seaborn, networkx, anytree, scipy (and pyarrow on Python 3.11+), then verifies Mixpanel credentials. Use when setting up a new environment for Mixpanel data analysis, when dependencies are missing, or when configuring service account or OAuth credentials for the first time.

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Moody S Rating Analysis · stanfish06 bundle
Produce a Rating Pitch Report for a company using Moody's GenAI MCP tools, delivered as a self-contained HTML file saved to disk. Use this skill whenever the user asks to create a rating pitch, rating pitch deck, credit pitch, rating presentation, rating pitch report, or rating HTML report. Also trigger when they ask for a comprehensive credit overview combining sector analysis, company financials, SWOT, peer comparison, and ESG into a single report or presentation. Trigger even if they just name a company and say "pitch deck", "rating deck", "credit deck", or "rating report".

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Building Science Engineer · stanfish06 bundle
Expert-thinking profile for Building Science Engineer (hygrothermal simulation / field diagnostics / envelope-HVAC integration): Reasons from coupled heat-air-moisture transport through ASHRAE 160 moisture-design analysis, WUFI transient simulation, ACH50 leakage mapping, and ISO 10211 psi-values while treating exfiltration condensation, reservoir claddings, and mold-index sensitivity as first-class failure modes.

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Clinical Decision Support · stanfish06 bundle
Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.

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Clinical Variant Reporter · stanfish06 bundle
Classify germline variants from VCF/BCF files according to the ACMG/AMP 2015 28-criteria evidence framework and generate clinical-grade interpretation reports with per-variant evidence audit trails and ACMG SF v3.2 secondary findings screening.

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Computer Vision Scientist · stanfish06 bundle
Expert-thinking profile for Computer Vision Scientist (computational / detection, segmentation, pose & 3D vision): Reasons from calibration, augmentations, and domain shift through COCO/LVIS/KITTI metrics (mAP, IoU, mask AP), convnets vs ViTs, OpenCV/PyTorch/MMDetection stacks, COLMAP/NeRF 3D, and CVPR/ICCV/ECCV eval discipline while treating label noise, train-test leakage, and resolution mismatch as first-class failure modes.

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Crop Protection Scientist · stanfish06 bundle
Expert-thinking profile for Crop Protection Scientist (field / regulatory / IPM & pesticide stewardship): Reasons from IPM, EIL/ET, and FRAC/HRAC/IRAC MoA rotation through GEP/EPPO efficacy trials, CDMS label law, BBCH timing, DRT application, PPDB/fate modeling, and MRL/GAP alignment while treating resistance, drift, herbicide carryover, and abiotic mimicry as first-class failure modes.

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Crystal Growth Specialist · stanfish06 bundle
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 segregation (keff vs. k0, G/R) through Cz/Bridgman/FZ/LEC/PVT growth, CGSim and phase-field simulation, XRT topography, etch-pit counting, and FTIR/SIMS mapping while treating striations, inclusions...

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Edge Embedded AI Engineer · stanfish06 bundle
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 and mobile delegates—treating train–serve preprocessing skew, float thresholds on quantized outputs, and NPU operator fallback as first-class failure modes.

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Electromagnetics Engineer · stanfish06 bundle
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 matching, anechoic OTA, and CISPR/FCC Part 15 / IEC-IEEE 62209-1528 SAR compliance while treating PML reflections, probe de-embedding, and chamber ripple as first-class failure modes.

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Embedded Systems Engineer · stanfish06 bundle
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 field-specific methods and failure modes.

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Exploratory Data Analysis · stanfish06 bundle
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. Use when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically detects file type and generates detailed markdown reports with format-specific analysis, quality metrics, and downstream analysis recommendations. Covers chemistry, bioinformatics, microscopy, spectroscopy, proteomics, metabolomics, and general scientific data formats.

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Gene Therapy Scientist · stanfish06 bundle
Expert-thinking profile for Gene Therapy Scientist (clinical / research): Reasons from vector biology, biodistribution, linked potency, and integration risk through ddPCR titer, empty/full analytics, ISA and off-target NGS (GUIDE-seq, CIRCLE-seq), and ICH S12 nonclinical design while treating pre-existing capsid neutralizing antibodies, RCV/RCA/RCR positivity, gonadal vector genome, and...

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Geotechnical Scientist · stanfish06 bundle
Expert-thinking profile for Geotechnical Scientist (field / lab / computational geotechnics): Reasons from Terzaghi effective stress, Mohr–Coulomb/CSSM, and consolidation/seepage through SPT/CPTU (Robertson SBT), triaxial/oedometer (ASTM D-series), Boulanger–Idriss liquefaction, Hoek–Brown/GSI rock mass, EC7 characteristic values, and PLAXIS/Slide2/RS2/GeoStudio workflows while treating sample disturbance...

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Heat Transfer Engineer · stanfish06 bundle
Expert-thinking profile for Heat Transfer Engineer (thermal analysis / conjugate CFD- FEA / heat exchanger design / electronics cooling / standards (ASME, TEMA, JEDEC JESD51)): Reasons from conduction, convection, radiation, and coupled fluid-solid physics through thermal resistance networks, Biot/NTU/film-temperature scaling, LMTD and epsilon-NTU exchanger methods, fin efficiency, and conjugate-heat-transfer CFD while treating contact resistance and TIM pump-out, fouling, boiling CHF...

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High End Visual Design · stanfish06
Teaches the AI to design like a high-end agency. Defines the exact fonts, spacing, shadows, card structures, and animations that make a website feel expensive. Blocks all the common defaults that make AI designs look cheap or generic.

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Llamaindex Development · stanfish06
Expert guidance for LlamaIndex development including RAG applications, vector stores, document processing, query engines, and building production AI applications.

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Manufacturing Engineer · stanfish06 bundle
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 selection, ASME Y14.5 GD&T, CAM simulation, and AIAG APQP/PPAP with MSA-gated SPC capability, treating high %GRR masquerading as variation, false Cpk on unstable or short runs, datum-scheme mismatch, and uncontrolled ECN tweaks as...

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Mathematical Physicist · stanfish06 bundle
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 Reed–Simon, Glimm–Jaffe, MathSciNet/math-ph, while treating wrong self- adjoint extensions, invalid Wick rotation, limit-order swaps, and lattice-as-continuum claims as...

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Matlab Optimize Memory · stanfish06 bundle
Guides the 7-step MATLAB memory optimization workflow: baseline, profile, identify, optimize, measure, verify, report. Use when asked to reduce MATLAB memory usage, find memory bottlenecks, fix out-of-memory errors, or optimize memory-intensive code.

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Matlab Publish Toolbox · stanfish06 bundle
Version-stamp, re-package, and distribute the .mltbx toolbox. Sets version in ToolboxOptions, re-runs packageToolbox, and guides distribution. Requires explicit user confirmation.

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Medical Parasitologist · stanfish06 bundle
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 trichrome, multiplex PCR, and EITB serology against CDC DPDx and WHO algorithms, while treating pfhrp2/3-deleted RDT false-negatives...

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Metabolomics Scientist · stanfish06 bundle
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 correction (ComBat, QC-RLSC); treats injection-order drift, ComBat over-correction, and Level-5 pathway stories as first-class failure modes.

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Microbial Physiologist · stanfish06 bundle
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, FBA-as-measured-flux, washout misread, and portable ms across media as first- class failure modes.

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Moody S Earnings Brief · stanfish06 bundle
Produce an Earnings Call Summary HTML report for 2–5 companies using Moody's GenAI MCP tools. Use this skill whenever the user asks to summarize earnings calls, generate an earnings call summary, analyze earnings transcripts across peers, or create an earnings call report. Trigger even if they just name companies and mention "earnings" or "transcript".

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Nanomaterials Scientist · stanfish06 bundle
Expert-thinking profile for Nanomaterials Scientist (colloidal synthesis / multi-modal characterization / nanoscale metrology / EHS-regulatory (ISO/TR 13014, OECD)): Reasons from size-dependent thermodynamics, surface-to-volume ratio, and DLVO colloidal stability through TEM/STEM statistics, DLS/NTA, XRD Scherrer, XPS, ICP-MS, and PL quantum-yield methods while treating aggregation, beam damage, intensity-weighted DLS sizing bias, and Ostwald ripening as first-class failure modes.

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Ngs Amplicon Microbiome · stanfish06 bundle
Kick off public 16S, 18S, ITS, COI, or other marker-gene amplicon microbiome workflows using nf-core/ampliseq, QIIME2, DADA2, and Cutadapt.

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Ngs Dna Variant Calling · stanfish06 bundle
Dispatch WGS, WES, or targeted DNA variant requests to germline, somatic, or UMI-panel skills, then plan public nf-core/sarek, GATK4, DeepVariant, samtools, or bcftools workflows.

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Orthopedic Biomechanist · stanfish06 bundle
Expert-thinking profile for Orthopedic Biomechanist (clinical / research): Reasons from joint kinematics, forces, moments, and tissue stress through optical motion capture with force plates, inverse dynamics with de Leva segment parameters, OpenSim/AnyBody and FEBio/Abaqus models, and ISO 14243 wear testing while treating skin motion artifact, cardan gimbal lock, unnormalized moments, and...

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Pre Submission Reviewer · stanfish06 bundle
Runs a pre-submission review of a technical paper across five dimensions: macro logic, writing details, English grammar, LaTeX formatting, and figure quality. Uses a reviewer-style severity taxonomy (CRITICAL / MAJOR / MINOR) and flags banned AI-tone vocabulary and em-dash misuse. Use when the user asks to 'review this paper', 'audit before submission', 'check the draft', 'find issues', 'proofread', or within one week of a submission deadline.

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Protocolsio Integration · stanfish06 bundle
Integration with protocols.io API for managing scientific protocols. Use when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.

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Public Health Scientist · stanfish06 bundle
Expert-thinking profile for Public Health Scientist (population health / surveillance / program evaluation / policy): Reasons from the 10 Essential Public Health Services, epidemiologic triad, and SDOH; runs outbreak field investigations, NSSP syndromic and NNDSS surveillance, BRFSS/WONDER complex-survey analysis, CDC Framework and RE-AIM program evaluation, PAF/PIF policy quantification, and Kass ethics review.

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Security Best Practices · stanfish06 bundle
Perform language and framework specific security best-practice reviews and suggest improvements. Use when the user explicitly requests security best practices guidance, a security review or report, or secure-by-default coding help. Supports Python, JavaScript/TypeScript, and Go. Do NOT use for general code review, debugging, threat modeling (use threat-model), or non-security tasks.

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Semiconductor Physicist · stanfish06 bundle
Expert-thinking profile for Semiconductor Physicist (theory / transport & defect spectroscopy / heterostructures): Reasons from ε_n(k), effective-mass tensor, and 2D subband DOS through Hall/multiband fits, mobility scattering analysis, Lang DLTS (E_T, σ, N_T), and quantum-well intersubband spectroscopy while treating compensation, rate- window artifacts, and DFT gap error as first-class failure modes.

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Shopify Use Shopify CLI · stanfish06 bundle
Choose when the user needs **Shopify CLI** to run or fix something now: validate app or extension config on disk (`shopify.app.toml`, `shopify.app.<name>.toml`, `shopify.extension.toml`); run or troubleshoot store workflows (`shopify store auth`, `shopify store execute`); inventory or product changes by handle, SKU, or location name; or CLI setup, auth, upgrade issues. Emphasize **commands and operational steps**, not only authoring GraphQL. Skip for API-only understanding or codegen with no CLI execution. Examples: validate configuration before deploy; run an existing query via CLI; list products; missing `shopify store execute`.

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Space Weather Scientist · stanfish06 bundle
Expert-thinking profile for Space Weather Scientist (observational / computational / operational heliophysics): Reasons from Dungey coupling and prolonged southward Bz through ICME vs. CIR/SIR drivers; uses OMNI/CDAWeb, L1 RTSW, WSA-Enlil, CCMC/CAMEL validation, SuperMAG SYM-H, GloTEC/IRI, and NOAA G/S/R scales while treating sheath- vs-cloud Bz, catalog false alarms, and Dst timing artifacts as first-class failure modes.

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Computational Scientist · stanfish06 bundle
Expert-thinking profile for Computational Scientist (computational / dry / simulation, UQ, and reproducible workflows): Reasons from Roache code/solution verification and ASME V&V 10/20/40 credibility through MMS/GCI, UQ ensembles, and Snakemake/Nextflow/CWL pipelines with conda-lock/Apptainer provenance while treating environment drift, workflow cache staleness, and validation-vs-calibration conflation as first-class failure modes.

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Deep Learning Scientist · stanfish06 bundle
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); designs ResNet/ViT/DiT/MoE/FlashAttention stacks with FLOPs-matched ablations; trains AdamW+cosine/WSD via Megatron-FSDP/DeepSpeed; evaluates FID/MMLU- Pro/MMLU-CF with...

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Developmental Biologist · stanfish06 bundle
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 tissue mechanics through morphology-based staging (Carnegie/HH/Theiler/NF/hpf), French-flag morphogen logic, light-sheet 4D imaging, lineage tracing, and ARRIVE/MDAR/REMBI reporting while treating developmental delay, CRISPR F0 mosaicism...

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Differential Expression · stanfish06 bundle
Bulk transcriptomics differential expression with count-aware modeling, design validation, contrast handling, thresholded exports, and publication-ready DE figures.

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Energy Systems Engineer · stanfish06 bundle
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 analysis, hourly dispatch models (PLEXOS, HOMER Pro, SAM, PVsyst), spark-spread CHP screening, and IPMVP M&V while treating nameplate-vs-utilization confusion, average-vs-marginal grid emissions, unrealistic...

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Environmental Scientist · stanfish06 bundle
Expert-thinking profile for Environmental Scientist (fate & transport / exposure-risk assessment / groundwater & remediation / environmental chemistry / regulatory (CERCLA, SW-846)): Reasons from source-pathway-receptor linkages, multimedia partitioning, and dose-as-exposure through conceptual site models, fate models (MODFLOW/MT3DMS, AERMOD), SW-846 QA/QC chains, and ProUCL/Mann-Kendall statistics while treating censoring bias, conceptual-model error, well-construction artifacts, and seasonal...

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Get Available Resources · stanfish06 bundle
Use at the start of computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic recommendations that inform computational approach decisions such as whether to use parallel processing (joblib, multiprocessing), out-of-core computing (Dask, Zarr), GPU acceleration (PyTorch, JAX), or memory-efficient strategies. Use this skill before running analyses, training models, processing large datasets, or any task where resource constraints matter.

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Gravitational Physicist · stanfish06 bundle
Expert-thinking profile for Gravitational Physicist (GW data analysis / matched-filter search & PE / numerical relativity / GR tests (LVK, GWOSC)): Reasons from calibrated strain, colored non-stationary noise PSDs, matched-filter SNR, and Bayesian posteriors through PyCBC/GstLAL/cWB searches, Bilby/LALInference PE with NRSur/SEOBNR/IMRPhenom waveforms, and FAR/p_astro significance while treating glitch contamination, waveform- approximant mismatch, mass-spin and...

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Huggingface LLM Trainer · stanfish06 bundle
Use when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, and model persistence. Also covers Unsloth for SFT and vision-language training at roughly 2x speed and 60% less VRAM than standard TRL. Use for tasks involving cloud GPU training, GGUF conversion, Unsloth or FastVisionModel, or when users mention training on Hugging Face Jobs without local GPU setup.

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Immunotherapy Scientist · stanfish06 bundle
Expert-thinking profile for Immunotherapy Scientist (translational / cellular & checkpoint immunotherapy): Reasons from antigen recognition and checkpoint circuits through CAR-T/bispecific design, ASTCT CRS/ICANS grading, flow cytometry release CQAs, iRECIST response assessment, COMPASS/TIDE biomarker modeling, and JACIE/FACT IEC accreditation while treating antigen escape, pseudoprogression, tonic signaling, and step-up...

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Ld 1000g Region Compute · stanfish06 bundle
Compute pairwise r² between a lead variant and every variant in a window using the 1000 Genomes Phase 3 GRCh38 reference panel, ancestry-stratified. Use when an agent needs LD coloring for a regional plot or LD pruning around a candidate causal variant. Single client (on-demand region fetch from EBI 1000G FTP); no multi-GB cold-start.

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Translational Researcher · stanfish06 bundle
Expert-thinking profile for Translational Researcher (preclinical / IND-IDE-enabling / early clinical PoC & biomarker translation): Reasons from T0–T4 stage gates, murine vs NHP translatability, PK/PD allometric bridging, MRSD/MABEL FIH dose selection, BEST/CLIA/CAP biomarker tiers, and CONSORT/SPIRIT/STROBE reporting while treating target-wrong, model-wrong, non-predictive biomarker, and preclinical irreproducibility as first-class failure modes.

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Water Resources Engineer · stanfish06 bundle
Expert-thinking profile for Water Resources Engineer (design / engineering / hydrology & floodplain): Watershed hydrology through HEC-HMS into HEC-RAS floodplain and stormwater BMP design — catchment balance, DSS coupling, FEMA products, and quantity/quality detention with defensible calibration.

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1088 published skills · page 3 of 11