stanfish06

@stanfish06 source repo

1.1k skills
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4 hours ago last updated

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Zoom Meeting Sdk Web 2 · 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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Computational Social Scientist · stanfish06 bundle
Expert-thinking profile for Computational Social Scientist (digital-trace / network science / text-as-data / causal inference (DiD, IV, RDD) / field & survey experiments): Reasons from social mechanisms, measurement validity, and sampling frames through DAGs, fixed-effects and IV/DiD/RDD designs, ERGM/SAOM network models, and human-audited text classifiers while treating unobserved homophily, network interference and SUTVA violations, platform-driven selection, bot contamination, and...

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Distributed Systems Researcher · stanfish06 bundle
Expert-thinking profile for Distributed Systems Researcher (protocol R&D / consensus & replication / consistency semantics / chaos & formal verification (TLA+, Jepsen)): Reasons from failure models, consistency contracts, and tail-latency-and-recovery performance through TLA+ model checking, Jepsen and Porcupine linearizability checking, and YCSB/DeathStarBench benchmarking with iptables and kill -9 fault injection, while treating unbounded leases and split-brain, clock skew under...

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Environmental Health Scientist · stanfish06 bundle
Expert-thinking profile for Environmental Health Scientist (population / field-lab- modeling / regulatory & EJ practice): Reasons from source–pathway–receptor chains, classical vs Berkson exposure error, and tiered biomonitoring (NHANES/BEs); runs STROBE-grade epi, IRIS/OEHHA/ATSDR risk assessment, AERMOD/CALPUFF, EPHT/EJSCREEN, and HIA while treating surrogate misclassification, mobility bias, and detection≠harm as first-class failure...

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Finishing A Development Branch · stanfish06 bundle
Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup

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Genomics Workflow Acceleration · stanfish06 bundle
Use when accelerating existing genomics workflows with NVIDIA Parabricks, improving runtime or price/performance, converting pipeline steps to GPUs, or comparing CPU and GPU workflow outputs. Adds optional GPU steps in-place with runtime toggles (default off). Do NOT use for individual pbrun command routing — use parabricks.

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Matlab Choose Bigdata Solution · stanfish06 bundle
Guide users or agents to the correct MATLAB tool for processing large tabular data in file-based formats (CSV, Parquet, delimited text, spreadsheets, MDF) that may not fit in memory. Use when a user or agent mentions large files, big data, out-of-memory errors, OOM, scaling up, tall arrays, datastores, or needs to process multiple tabular files. Covers the decision between datastore + tall, datastore + transform, and parallel execution. Also use when a user or agent has working in-memory code (readtable, parquetread) that runs out of memory and needs a migration path. Do NOT use for MAT, XML, JSON, HTML files or Word documents.

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Matlab Write Performance Tests · stanfish06 bundle
Writes MATLAB performance tests using the matlab.perftest.TestCase framework. Use when asked to write, create, or add performance tests for MATLAB code, benchmark functions, measure execution time with statistical rigor, or use runperf.

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Next Cache Components Adoption · stanfish06 bundle
Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the `cacheComponents` flag, work through a flood of blocking-prerender / instant validation errors, run the `cache-components-instant-false` codemod, or decide between opting routes out with `export const instant = false` and fixing them in place.

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Scrollytelling And Parallax Data Visualization · stanfish06 bundle
Design and implement parallax scrolling and scrollytelling data visualizations. Use when the user asks for parallax scrolling, scrollytelling, scroll-driven timelines, sticky graphics, Scrollama, ScrollTrigger, ScrollTimeline, view timelines, rich-media timelines, moviescrollers, scroll-scrubbed charts, staged narrative reveals, or interactive visual stories where scrolling changes a data visualization or media scene.

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Grammar Of Graphics And Declarative Visualization · stanfish06 bundle
Build data visualizations with declarative grammars. Use when the user needs Vega-Lite, Vega, Observable Plot, or grammar-of-graphics reasoning, especially for tabular charts that do not require bespoke rendering.

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Scrna Preprocessing Clustering · stanfish06 bundle
Standard scRNA-seq preprocessing and clustering with Scanpy. Use for QC, normalization, HVG selection, PCA, neighbor graph construction, UMAP, Leiden clustering, and export of an analysis-ready AnnData object.

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Surface Engineering Specialist · stanfish06 bundle
Expert-thinking profile for Surface Engineering Specialist (laboratory / deposition & surface treatment / tribology & corrosion qualification): Reasons from tribological system design, Archard wear, Stribeck regimes, and Pourbaix/galvanic coupling; selects PVD/CVD/PEO/conversion stacks with HiPIMS etch and interlayers; validates with ISO 20502 scratch, ASTM G99/G133, G119 tribocorrosion, and ISO 14577 nanoindentation while treating delamination stress, arc...

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Theoretical Computer Scientist · stanfish06 bundle
Expert-thinking profile for Theoretical Computer Scientist (theoretical / complexity, algorithms, and formal proof): Reasons from explicit models (TM, circuit, communication, query) and resource measures; audits Karp/parsimonious/gap/fine-grained reductions against ETH/SETH/#ETH and PCP/UGC/APX barriers; uses Complexity Zoo, ECCC/arXiv cs.CC, Coq/Lean/DRAT, Williams algorithms-for-lower-bounds, and Yao/IC lower bounds while treating...

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Viennarna Structure Prediction · stanfish06
Predict RNA secondary structure, MFE folding, base-pair probabilities, RNA-RNA interactions via ViennaRNA Python bindings. Pipeline: sequence → MFE → partition function and pair-probability matrix → dot-bracket → duplex. Use for siRNA/sgRNA targeting, ribozyme design, RNA accessibility. Use RNAfold CLI for batch use without Python.

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Additive Manufacturing Engineer · stanfish06 bundle
Expert-thinking profile for Additive Manufacturing Engineer (LPBF / DED metal AM / qualification): Reasons from melt-pool physics, VED, and thermal history through LPBF vs DED process selection, build orientation anisotropy, support design, powder lot control, CT/metallography NDE, and ASTM F42 / ISO-ASTM 529xx qualification—not generic 3D printing.

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Building AI Agent On Cloudflare · stanfish06 bundle
Builds AI agents on Cloudflare using the Agents SDK with state management, real-time WebSockets, scheduled tasks, tool integration, and chat capabilities. Generates production-ready agent code deployed to Workers. Use when: user wants to "build an agent", "AI agent", "chat agent", "stateful agent", mentions "Agents SDK", needs "real-time AI", "WebSocket AI", or asks about agent "state management", "scheduled tasks", or "tool calling". Biases towards retrieval from Cloudflare docs over pre-trained knowledge.

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Comparative Medicine Researcher · stanfish06 bundle
Expert-thinking profile for Comparative Medicine Researcher (clinical / research): Reasons from species biology, translational validity, and the 3Rs through model- validity frameworks, IACUC protocols, ARRIVE 2.0 reporting, and FELASA/AALAS health surveillance while treating substrain drift, subclinical colony infection (murine norovirus, pinworm, Mycoplasma), analgesia-pathway confounds, and...

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Geodynamics Tectonics Scientist · stanfish06 bundle
Expert-thinking profile for Geodynamics & Tectonics Scientist (geodesy (GPS/InSAR) / earthquake hazard (PSHA) / geodynamic modeling / paleoseismology / tsunami): Reasons from plate kinematics, lithospheric rheology, and interseismic-versus-coseismic strain partitioning through GAMIT/GLOBK and MintPy geodesy, Okada/viscoelastic slip inversion, OxCal paleoseismic chronologies, ASPECT mantle modeling, and OpenQuake/USGS NSHM hazard while treating InSAR atmospheric delay, monument...

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Urban Infrastructure Planner · stanfish06 bundle
Expert-thinking profile for Urban & Infrastructure Planner (policy / capital programming / asset management): Reasons from comp plan–FLUM–zoning consistency through Euclidean/form-based overlays, CIP/TIP–STIP and ISO 55001/IIMM asset portfolios, ArcGIS Urban parcel workflows, and CEJST/AFFH/Justice40 equity screening while treating FLUM–zoning mismatch, CRS topology errors, and unfunded backlog as first-class failure modes.

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Clinical Laboratory Scientist · stanfish06 bundle
Expert-thinking profile for Clinical Laboratory Scientist (clinical / core laboratory (chemistry, hematology, microbiology, blood bank, molecular)): Reasons from pre- analytical–analytical–post-analytical total testing process; EP15/EP09/EP28 validation, Westgard/Sigma IQC, HIL indices (C56), EP23/IQCP, critical-value read- back, type-and-screen/crossmatch, CLSI M100 direct AST, LC-MS/MS C62, and AUTO10 autoverification.

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Electronic Materials Engineer · stanfish06 bundle
Expert-thinking profile for Electronic Materials Engineer (thin-film / semiconductor materials / process-metrology): Reasons from band alignment, defect chemistry, and process–structure–property links; correlates Hall, C–V (Dit), XRD/RSM, SIMS, and ALD/MOCVD/sputtering recipes while treating dopant activation vs. chemical dose, high-κ trap charging, and reliability (NBTI/TDDB) as first-class failure modes.

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Emergency Medicine Researcher · stanfish06 bundle
Expert-thinking profile for Emergency Medicine Researcher (clinical / health services research): ED trial design expert for pragmatic and cluster RCTs, time-zero and immortal-time bias in acute cohorts, NIHSS/SOFA/qSOFA and ESI/CTAS triage, NEDS/NHAMCS registries, and CONSORT/SPIRIT reporting with Hawthorne and selection-bias failure modes.

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Fragpipe Pyteomics Proteomics · stanfish06
DDA/DIA mass-spectrometry proteomics workflows with FragPipe, MSFragger, IonQuant, DIA-NN, Pyteomics, pyopenms, matchms, polars, and query. Use when searching raw proteomics data, controlling peptide/protein FDR, parsing mzML/mzIdentML/mzTab/MGF, or prototyping downstream proteomics analysis in Python.

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Functional Genomics Scientist · stanfish06 bundle
Expert-thinking profile for Functional Genomics Scientist (pooled screens / CRISPR- RNAi-ORF / MPRA / Perturb-seq / dependency analysis / hit validation): Reasons from perturbation as causal probe, genotype-to-phenotype linkage, library representation, and effect-size-plus-FDR statistics through MAGeCK/BAGEL/CERES-Chronos, CRISPRcleanR, CRISPResso2, MPRAnalyze, and Perturb-seq pipelines while treating MOI/bottleneck artifacts, copy-number and p53/DSB toxicity, RNAi seed...

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Gravitational Wave Astronomer · stanfish06 bundle
Expert-thinking profile for Gravitational-Wave Astronomer (observational / multi- messenger): Reasons like a senior GW astronomer across LIGO–Virgo–KAGRA matched-filter CBC searches, calibration-aware PE, GraceDB/GWTC alert–catalog discipline, BAYESTAR/Bilby skymaps, and EM follow-up campaigns.

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Infectious Disease Specialist · stanfish06 bundle
Expert-thinking profile for Infectious Disease Specialist (clinical / research): Reasons from the host-pathogen-antimicrobial triangle, source control, and local resistance through IDSA/CLSI M100 breakpoints, PK/PD targets (vancomycin AUC24 400-600, beta-lactam time-above-MIC), and diagnostics like MALDI-TOF, BioFire panels, and galactomannan while treating colonization-versus-infection...

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Life Cycle Assessment Analyst · stanfish06 bundle
Expert-thinking profile for Life-Cycle Assessment Analyst (attributional/consequential LCA / inventory & impact assessment / allocation & uncertainty / EPD critical review (ISO 14040/14044, EN 15804)): Reasons from functional unit, attributional-versus- consequential framing, and ISO 14044 allocation hierarchy through openLCA, SimaPro, Brightway2, ecoinvent, and LCIA methods like TRACI and EF 3.0 while treating allocation-driven ranking flips, biogenic-versus-fossil carbon mistagging, cut-off- masked hotspots, and PCR...

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Occupational Health Scientist · stanfish06 bundle
Expert-thinking profile for Occupational Health Scientist (industrial hygiene / exposure assessment / occupational epidemiology / sampling and OELs (PEL, TLV, REL) / hierarchy of controls): Reasons from exposure route and receptor, dose-response, and the hierarchy of controls through SEG-based personal sampling, NIOSH/OSHA analytical methods, AIHA Bayesian exceedance statistics, and SMR cohort analysis, while treating healthy worker effect, below-LOD censoring, fraction-size and OEL mismatch, and JEM...

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Quantum Information Scientist · stanfish06 bundle
Expert-thinking profile for Quantum Information Scientist (theoretical / experimental QIS): Reasons from qubits as open systems, gate fidelities, and error correction while treating crosstalk and calibration drift as first-class failure modes.

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Semiconductor Device Engineer · stanfish06 bundle
Expert-thinking profile for Semiconductor Device Engineer (device characterization / TCAD-to-silicon calibration / compact modeling (BSIM-CMG) / wafer-level reliability (NBTI/HCI/TDDB) / FinFET-GAA): Reasons from electrostatics, capacitance-current MOSFET physics, interface-trap behavior, and self-heating through I-V/C-V extraction ladders, Sentaurus TCAD calibrated to silicon splits, BSIM-CMG compact modeling, and JEDEC reliability stress while treating uncalibrated TCAD, unstated constant-current Vt references...

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Separation Processes Engineer · stanfish06 bundle
Expert-thinking profile for Separation Processes Engineer (process simulation / pilot plant / plant troubleshooting): Reasons from VLE/LLE thermodynamics, FUG shortcuts, and NRTL/PR property packages through Aspen RadFrac, CGCC/pinch integration, membrane Robeson bounds, chromatography van Deemter scale-up, and MSZW crystallization while treating wrong BIPs, jet flood/entrainment, concentration polarization, and lab-to- plant MSZW as...

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Zoom Meeting Sdk React Native · stanfish06 bundle
Zoom Meeting SDK for React Native. Use when embedding Zoom meetings in React Native iOS/Android apps with @zoom/meetingsdk-react-native, JWT auth, join/start flows, platform setup, and native bridge troubleshooting.

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Migrating Dbt Project Across Platforms · stanfish06 bundle
Use when migrating a dbt project from one data platform or data warehouse to another (e.g., Snowflake to Databricks, Databricks to Snowflake) using dbt Fusion's real-time compilation to identify and fix SQL dialect differences.

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Matlab Instrument Opentelemetry Tracing · stanfish06 bundle
Add OpenTelemetry tracing to MATLAB code. Use when the user asks to "add tracing", "instrument with spans", "add OpenTelemetry", "trace my code", "add observability" (when about tracing), or mentions "spans", "distributed tracing", or "OTel tracing" in the context of MATLAB functions. Covers span creation, parent-child context propagation, error handling, attributes, events, and semantic conventions.

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Ngs Bulk Rnaseq Differential Expression · stanfish06 bundle
Run or plan bulk RNA-seq differential-expression analysis from count matrices with replicate, design formula, contrast, batch, normalization, QC plot, and result-table checks.

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Biosystems Agricultural Process Engineer · stanfish06 bundle
Expert-thinking profile for Biosystems & Agricultural Process Engineer (postharvest / grain drying & storage / heat-mass transfer / ag bioprocessing / ASABE standards (D245.7, S448)): Reasons from coupled heat and mass transfer, moisture sorption (EMC/ERH on D245.7 isotherms), respiration, and closed unit-operation balances through ASABE standards (S352.2 oven moisture, S448 Page thin-layer kinetics, D272.3 airflow resistance), psychrometric aeration analysis, and SuperPro/Aspen bioprocess...

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Accessibility And Inclusive Visualization · stanfish06 bundle
Make data visualizations accessible and inclusive. Use when the user needs chart or diagram accessibility guidance, text alternatives for complex visuals, color and contrast review, keyboard support, reduced-motion behavior for animation or parallax, or an accessibility QA workflow for exported figures, UML-like diagrams, and dashboards.

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Geospatial And Cartographic Visualization · stanfish06 bundle
Design geospatial and cartographic visualizations. Use when the user needs help deciding whether to use a map, choosing projections or basemaps, building choropleths or symbol maps, or implementing thematic maps, slippy maps, or geospatial interactions with D3 geo, Leaflet, MapLibre, Mapbox GL JS, Google Maps, OpenLayers, deck.gl, ArcGIS Maps SDK, Azure Maps, HERE Maps, CesiumJS, or related tools.

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Statistical And Uncertainty Visualization · stanfish06 bundle
Design statistically honest and uncertainty-aware visualizations. Use when the user needs help showing distributions, intervals, confidence, missingness, sampling effects, or analytical rigor in charts and dashboards.

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Typescript Data Visualization Engineering · stanfish06 bundle
Build typed data visualizations in TypeScript. Use when the user wants TypeScript visualization code, typed data models, browser visualization components, UML-like diagram models, interactive graph or architecture diagram contracts, scroll-driven scene contracts, library selection guidance, or a maintainable visualization architecture beyond React- or Next-specific concerns.

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Uml And Software Architecture Visualization · stanfish06 bundle
Design, critique, read, write, render, and implement UML and UML-like software diagrams. Use when the user mentions UML, sequence diagrams, class diagrams, activity diagrams, state machines, use case diagrams, component diagrams, deployment diagrams, object diagrams, package diagrams, profile diagrams, timing diagrams, communication diagrams, interaction overview diagrams, composite structure diagrams, ERDs, database schema diagrams, C4, BPMN, swimlanes, flowcharts, network diagrams, application architecture diagrams, software architecture diagrams, diagram-as-code, model-as-code, XMI, UMLDI, PlantUML, Mermaid, Graphviz DOT, D2, Structurizr, DBML, diagrams.net/draw.io, Kroki, or interactive diagram editors and explorers.

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Cryo Em Structural Biologist · stanfish06 bundle
Expert-thinking profile for Cryo-EM Structural Biologist (wet-lab / structural biology / single-particle cryo-EM): Reasons from vitrified specimens, CTF-modulated projections, particle heterogeneity, FSC validation, local resolution, preferred orientation, and map-model fit before making structural claims.

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Debugging And Error Recovery · stanfish06
Guides systematic root-cause debugging. Use when tests fail, builds break, behavior doesn't match expectations, or you encounter any unexpected error. Use when you need a systematic approach to finding and fixing the root cause rather than guessing.

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Environmental Microbiologist · stanfish06 bundle
Expert-thinking profile for Environmental Microbiologist (field sampling / amplicon + shotgun metagenomics / biogeochemistry coupling / microbial ecology stats): Reasons from spatial patchiness, redox thermodynamic ceilings, and process-over-taxonomy guild function through DADA2/QIIME2 amplicons keyed to SILVA/GTDB/PR2/UNITE, metaSPAdes/MetaBAT2 MAGs vetted by CheckM/GUNC, and SIP/qSIP rate assays paired with IC/GC/ICP-MS chemistry, while treating extraction-batch effects...

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Environmental Policy Analyst · stanfish06 bundle
Expert-thinking profile for Environmental Policy Analyst (regulatory / benefit-cost / NEPA-ESA / climate policy economics): Reasons from statutory authority, baseline definition, and monetization boundaries through NEPA/ESA compliance, Circular A-4 RIAs, EPA SC-GHG and benefit transfer, IAM/IPCC scenario use, and APA regulatory comment while treating discount-rate dominance, weak transfer extrapolation, IAM structural uncertainty, and...

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Migrate Dotnet10 To Dotnet11 · stanfish06 bundle
Migrate a .NET 10 project or solution to .NET 11 and resolve all breaking changes. This is a MIGRATION skill — use it when upgrading from .NET 10 to .NET 11, NOT for writing new programs. USE FOR: upgrading TargetFramework from net10.0 to net11.0, fixing build errors after updating the .NET 11 SDK, resolving source-breaking and behavioral changes in .NET 11 runtime, C# 15 compiler, and EF Core 11, adapting to updated minimum hardware requirements (x86-64-v2, Arm64 LSE), and updating CI/CD pipelines and Dockerfiles for .NET 11. DO NOT USE FOR: .NET Framework migrations, upgrading from .NET 9 or earlier, greenfield .NET 11 projects, or cosmetic modernization unrelated to the upgrade. NOTE: .NET 11 is in preview. Covers breaking changes through Preview 3.

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Migrating Dbt Core To Fusion · stanfish06 bundle
Use when a user needs help triaging dbt-core to Fusion migration errors. Runs dbt-autofix first, then classifies remaining errors into actionable categories (auto-fixable, guided fixes, needs input, blocked).

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Node Link And Diagram Layout · stanfish06 bundle
Choose and apply automatic layout strategies for node-link diagrams and connected-node visuals. Use when the user asks how to auto-arrange nodes, reduce line crossings, route edges, avoid overlaps, stabilize layout, or choose graph-layout algorithms for network diagrams, dependency graphs, database schema diagrams, ERDs, state machines, decision trees, flow diagrams, box-and-line editors, or other line-connected nodes.

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Petroleum Reservoir Engineer · stanfish06 bundle
Expert-thinking profile for Petroleum / Reservoir Engineer (field development / dynamic subsurface (MBE, PTA, simulation, reserves)): Reasons from Darcy flow, Havlena–Odeh MBE, Fetkovich/VEH aquifers, Horner/derivative PTA, Buckley–Leverett/Welge floods, Eclipse/CMG/tNavigator history match, PRMS/SEC reserves (P90/P50/P10), and SPE11 CO₂ benchmarks; treats transient Arps b>1, negative-skin grid artifacts, and microseismic≠SRV as first-class failure...

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Precision Medicine Scientist · stanfish06 bundle
Expert-thinking profile for Precision Medicine Scientist (clinical / research): Reasons from molecular profiles, tiered actionability, tumor purity, and clonal architecture through OncoKB and AMP/ASCO/CAP tiers, Mutect2/STAR-Fusion calling, IGV review, and CPIC pharmacogenomic guidelines while treating FFPE C-to-T deamination, CHIP mimicking somatic drivers, immortal-time bias in real-world data...

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Radiation Oncology Physicist · stanfish06 bundle
Expert-thinking profile for Radiation Oncology Physicist (clinical / research): Reasons from absorbed dose, fluence, beam geometry, and constraint-driven plan quality through TG-51/TRS-398 reference dosimetry, TPS engines (AAA, Acuros XB, Monte Carlo), DVH metrics, and gamma-based patient-specific QA while treating stale CT-to-density tables, couch-shift sign errors, MLC leaf-bank swaps, and...

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Regulatory Affairs Scientist · stanfish06 bundle
Expert-thinking profile for Regulatory Affairs Scientist (regulatory / drug & biologic development (IND–MAA)): Reasons from CTD/eCTD Modules 1–5 traceability, FDA Type B/EOP and EMA PRIME/scientific-advice strategy, ICH Q8–Q12 lifecycle CMC, and expedited pathways (BTD/RMAT/accelerated approval); treats RTF, clinical-hold CMC gaps, ignored meeting minutes, and eCTD validation failures as first-class failure modes.

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Scientific Critical Thinking · stanfish06 bundle
Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims.

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Visualization Strategy And Critique · stanfish06 bundle
Choose, lay out, critique, and explain data visualizations. Use when the user asks what visualization fits a dataset or goal, how a chart, dashboard, operational workspace, UML-like diagram, or software architecture diagram should be composed or interacted with, asks for visual page design, a layout mockup, generated large-screen and mobile concept images, or to be shown what a visualization could look like, when domain-native contextual surfaces or graphical backgrounds may help, when scrollytelling or parallax might be appropriate, wants a critique of an existing visualization, or needs guidance grounded in trusted visualization theory and practice. For advanced visual design or page-layout prompts where composition affects understanding, Codex must generate and show both large-screen and mobile portrait image concepts before implementation or text-only design handoff, plus mobile landscape when needed.

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Geographic Information Scientist Gis · stanfish06 bundle
Expert-thinking profile for Geographic Information Scientist (GIS) (geospatial data engineering / CRS & topology / spatial statistics & geostatistics / network & hydrologic analysis / web GIS (OGC, STAC)): Reasons from location, topology, scale, and positional uncertainty through PostGIS/GDAL pipelines, explicit EPSG/datum choices, kriging with cross-validated variograms, and ISO 19115/FGDC metadata while treating MAUP and ecological fallacy, Web Mercator area statistics, floating-point slivers and broken topology, and...

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Pharmaceutical Formulation Scientist · stanfish06 bundle
Expert-thinking profile for Pharmaceutical Formulation Scientist (formulation development / QbD-CMC / solid-state & dissolution / regulatory (ICH Q8, USP, Module 3.2.P)): Anchor every decision in the QTPP and critical quality attributes (CQAs): assay, Classify the API before choosing a technology path. Use BCS (solubility vs.

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High Performance Computing Specialist · stanfish06 bundle
Expert-thinking profile for High-Performance Computing Specialist (computational / cluster & supercomputing): Reasons from NUMA topology and hybrid MPI+OpenMP+CUDA decomposition through Slurm fairshare/backfill job design, strong/weak scaling (Amdahl/Gustafson), Darshan/mpiP/Nsight profiling, and parallel HDF5/MPI-IO on Lustre while treating I/O storms, collectives bottlenecks, and rank-binding mistakes as first-class failure...

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Human Computer Interaction Researcher · stanfish06 bundle
Expert-thinking profile for Human–Computer Interaction Researcher (empirical / design / field & lab HCI research): Reasons from situated context, Fitts/GOMS/KLM, and CHI contribution types; runs contextual inquiry through LMM/CLMM analysis with SUS/NASA- TLX triangulation; uses Prolific/OSF and treats demand characteristics, novelty effects, ordinal misuse, and WEIRD samples as first-class failure modes.

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Natural Language Processing Scientist · stanfish06 bundle
Expert-thinking profile for Natural Language Processing Scientist (computational / language modeling, evaluation & alignment): Reasons from tokenization, data curation (datatrove/NeMo), and evaluation protocols (SacreBLEU/COMET, IFEval, HELM); enforces contamination audits (ConTAM, perplexity separation), paired bootstrap significance, SFT→DPO/RLHF with alignment-tax checks, and ARR/Dodge reproducibility while treating exposure bias...

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A · stanfish06
Reverse engineering

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B · stanfish06
Charts and reports

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Astronomical Instrumentation Scientist · stanfish06 bundle
Expert-thinking profile for Astronomical Instrumentation Scientist (opto-mechanical design / error-budget / adaptive optics / detector characterization / commissioning): Reasons from system-level error budgets, the diffraction limit and Strehl ratio, detector figures of merit, and resolving power through Zemax/Code V tolerancing, ETC radiometry, AO modeling, and on-sky standard-star commissioning while treating flexure drift, IR persistence, ghosts, and quasi-static speckles as...

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Dashboards And Real Time Visualization · stanfish06 bundle
Design dashboards and live visualization systems. Use when the user needs monitoring views, streaming charts, coordinated interactions, downsampling, or performance-aware operational visualization.

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Vibration Dynamics Engineer · stanfish06 bundle
Expert-thinking profile for Vibration & Dynamics Engineer (experimental modal / machinery diagnostics / rotordynamics): Reasons from FRF/coherence, MAC, and damping identification through impact/shaker EMA, spectral ODS, FFT windowing, Campbell/critical-speed rotordynamics, and ISO 20816/API 610 diagnostics while treating double-hit, mass-loading, ODS–mode conflation, oil whirl/whip, and leakage as first-class failure modes.

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Wind Engineering Specialist · stanfish06 bundle
Expert-thinking profile for Wind Engineering Specialist (BLWT / CWE / structural wind loads / pedestrian comfort): Reasons from ABL exposure, ASCE 7-22/EN 1991-1-4 wind actions, ASCE 49 BLWT Method 3, rigid vs flexible G/Gf, MWFRS vs C&C, and DAD directionality; treats enclosure GCpi, short-fetch exposure, and aeronautical-tunnel misuse as first-class failure modes.

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X Ray Synchrotron Scientist · stanfish06 bundle
Expert-thinking profile for X-ray / Synchrotron Scientist (beamline / scattering & spectroscopy (SAXS/WAXS, XAS, RIXS) / synchrotron & XFEL imaging / operando & time- resolved): Reasons from photon-matter cross sections, reciprocal-space Q, absorption edges, and absorbed dose through pyFAI, GSAS-II, Athena/Artemis, BornAgain, and foil/silver-behenate calibration while treating fluorescence self-absorption, substrate Bragg misindexing, beam damage and radiation-induced reduction, and...

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Zoom Contact Center Android · stanfish06 bundle
Zoom Contact Center SDK for Android. Use for native Android chat/video/ZVA/scheduled callback integrations, campaign mode, service lifecycle, and rejoin handling.

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Zoom Video Sdk React Native · stanfish06 bundle
Zoom Video SDK for React Native. Use when building custom mobile video session experiences with @zoom/react-native-videosdk, event listeners, helper-based APIs, and backend JWT token flows.

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Biomedical Imaging Scientist · stanfish06 bundle
Expert-thinking profile for Biomedical Imaging Scientist (clinical / research): Reasons from contrast mechanisms, the resolution-SNR-scan-time triangle, and measurement reliability through DICOM/BIDS pipelines, QIBA profiles, phantom QC (ACR, NEMA IQ, Catphan), and blinded central reads (RECIST, RANO, PERCIST) while treating motion, partial volume effects, and cross-scanner harmonization drift as...

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Computational Neuroscientist · stanfish06 bundle
Expert-thinking profile for Computational Neuroscientist (computational / dry / modeling & neural data analysis): Reasons from encoding/decoding, GLM/LNP spike-train likelihood, mean-field E-I balance, and neural manifolds through NEST/Brian/NEURON/BMTK, GPFA/LFADS, Brain-Score alignment, and trained-RNN reverse engineering while treating spike-sorting contamination, model non-identifiability, nested-CV leakage, and...

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Computer Graphics Researcher · stanfish06 bundle
Expert-thinking profile for Computer Graphics Researcher (computational / offline & real-time rendering / neural graphics): Reasons from the rendering equation and Monte Carlo MIS through Mitsuba/Embree/Blender, Vulkan/DXR real-time stacks, BRDF/BSDF validation, SIGGRAPH/EG reporting, NeRF/3DGS pitfalls, OCIO color pipelines, OIDN denoising bias, and mesh/UV artifact diagnosis while treating train–display gamma errors and unequal-spp...

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Computer Security Researcher · stanfish06 bundle
Expert-thinking profile for Computer Security Researcher (dry-computational / vulnerability, protocol, and empirical security research): Reasons from explicit threat models and CIA/STRIDE through AFL++/libFuzzer triage, ASan/KASAN oracles, ProVerif/Tamarin proofs, CVE/CWE/CAPEC taxonomies, CyberGym dual-execution benchmarks, Menlo/CVD ethics, and USENIX open-science artifact norms.

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Semiconductor Materials Scientist · stanfish06 bundle
Expert-thinking profile for Semiconductor Materials Scientist (bulk & epitaxial growth / defect & transport characterization): Reasons from band structure, defect energetics, and process–structure–property links; grows and characterizes bulk and epitaxial semiconductors (Si, III–V, SiC, GaN, 2D) via MOCVD/MBE/HVPE, Hall/DLTS/XRD/RSM/ECCI/TEM/SIMS, and DFT defect levels while treating compensation, Fermi-level pinning, threading dislocations...

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Antimicrobial Resistance Scientist · stanfish06 bundle
Expert-thinking profile for Antimicrobial Resistance Scientist (wet-lab / WGS resistome / surveillance & One Health AMR): Reasons from MIC distributions, ECOFFs, and phenotype–genotype concordance through EUCAST/CLSI AST, CARD/RGI and AMRFinderPlus resistomes, GLASS/WHONET/NARMS surveillance, carbapenemase/ESBL/MRSA mechanism panels, and heteroresistance PAP while treating breakpoint mixing, genotype-without-phenotype overclaim...

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Atomic Molecular Optical Physicist · stanfish06 bundle
Expert-thinking profile for Atomic, Molecular & Optical Physicist (experimental AMO / lasers / ultracold atoms / precision metrology): Reasons from Rabi/OBE dynamics, laser-cooling hierarchy, optical lattices and Hubbard U/J, and magic-wavelength clock budgets through NIST ASD, ARC, QuTiP/PyLCP, and in-situ lattice-depth calibration while treating power-based depth guesses, polarization impurities, BBR shifts, and imaging-heating conflation as...

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Matlab Validate Function Arguments · stanfish06 bundle
Use when writing MATLAB functions with arguments blocks — repeating arguments (arguments (Repeating)), .?ClassName property import in constructors, name-value forwarding with namedargs2cell, or migrating from inputParser or validateattributes. Also when reviewing signatures for implicit-conversion pitfalls (size reshaping, class coercion, computed defaults), or when restricting, constraining, or validating function inputs — scalar vs vector enforcement, type rejection, size checking. Also when asked to harden inputs, make a function more robust, tighten input checking, or rewrite for safer input acceptance — even without "validation" or "arguments block" wording. Triggers on: arguments block, mustBe validators, name-value arguments, varargin, inputParser, nargin/narginchk, restrict input, type checking, scalar constraint, harden inputs, defensive programming. Not for: App Designer callbacks, Simulink mask parameters, class inheritance, or runtime validation outside function or property declarations.

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Nonlinear Dynamics Chaos Scientist · stanfish06 bundle
Expert-thinking profile for Nonlinear Dynamics & Chaos Scientist (theoretical / computational / experimental dynamical systems): Reasons from flows, maps, bifurcations, and invariant sets; continues with MatCont/AUTO/COCO, validates chaos with IAAFT surrogates and embedding convergence, and treats spurious Lyapunov exponents, stiff integrator artifacts, and colored-noise confounds as first-class failure modes.

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Photovoltaics Solar Cell Scientist · stanfish06 bundle
Expert-thinking profile for Photovoltaics / Solar Cell Scientist (device characterization / loss-budget analysis / c-Si & perovskite tandem / module reliability (IEC 61215/61730)): Reasons from the Shockley-Queisser detailed-balance limit and the diode coupling of Voc, Jsc, FF, and Rs/Rsh through light I-V, Suns-Voc implied Voc, EQE integration, lifetime mapping (QSSPC, μ-PCD, DLTS), and IEC 60904/61215 qualification while treating spectral mismatch, surface-recombination and shunt losses...

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Tlc Generative Engine Optimization · stanfish06 bundle
Generative Engine Optimization (GEO): the on-page technical work that makes a page or site discoverable, parseable, trustworthy, quotable, and fresh for AI answer engines (Google AI Overviews, ChatGPT Search, Bing Copilot, Perplexity). Use when asked to optimize a page or site for AI search or answer engines, get a page cited by ChatGPT or Perplexity, write an llms.txt, allow or block AI crawlers in robots.txt, or add citation-ready structure and JSON-LD for AI answers. Do not use for classic title/description/Open Graph metadata alone (use fixing-metadata), accessibility (use fixing-accessibility), or page performance (use web-perf).

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Vacuum Science Technology Engineer · stanfish06 bundle
Expert-thinking profile for Vacuum Science & Technology Engineer (vacuum system design / UHV-XHV commissioning / leak & outgassing diagnostics / pump-conductance specification (ISO 27894, AVS, SEMI)): Reasons from molecular flux (P = n k_B T), conductance-limited effective pumping speed, and surface outgassing through He mass- spectrometer leak detection, rate-of-rise tests, RGA fingerprinting, and Molflow+ conductance modeling while treating virtual leaks, H₂ permeation, ion-gauge contamination, and hydrocarbon...

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Genome Engineering Crispr Scientist · stanfish06 bundle
Expert-thinking profile for Genome Engineering (CRISPR) Scientist (wet-lab / therapeutic / cell-line engineering): Reasons from NHEJ/HDR/MMEJ competition and editor modality choice through CRISPick/CRISPResso2 guide design, LOCK/lssDNA and RNP HDR, base and prime editing (PE4/PE5, epegRNA), CAST-Seq/UDiTaS on-target SV assessment, clonal genotyping, and FDA/IBC-bound off-target and genome-integrity analytics.

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Knowledge Representation Researcher · stanfish06 bundle
Expert-thinking profile for Knowledge Representation Researcher (ontology engineering / description logics / semantic web (OWL 2, SPARQL, SHACL) / OBDA / neuro-symbolic integration): Reasons from model-theoretic semantics, the expressivity-vs- decidability-vs-scalability tradeoff, and competency questions through OWL 2 profiles, reasoners (HermiT, Pellet, ELK), ROBOT/Protégé pipelines, and SHACL validation while treating unsatisfiable classes, silent OWA-vs-CWA semantic mixing, hallucinated...

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React And Nextjs Data Visualization · stanfish06 bundle
Integrate data visualizations into React and Next.js applications. Use when the user needs chart components, UML-like or architecture diagram components, React integration patterns, Next.js client or server boundaries, hydration-safe rendering, lazy loading, framework-aware performance, scroll-driven visual stories, or export guidance.

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Using Dbt For Analytics Engineering · stanfish06 bundle
Builds and modifies dbt models, writes SQL transformations using ref() and source(), creates tests, and validates results with dbt show. Use when doing any dbt work - building or modifying models, debugging errors, exploring unfamiliar data sources, writing tests, or evaluating impact of changes.

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Quality Six Sigma Engineer · stanfish06 bundle
Expert-thinking profile for Quality / Six Sigma Engineer (DMAIC/DMADV / SPC & capability / measurement systems analysis / APQP-PPAP automotive / ISO 9001 auditing): Reasons from process variation, defect operational definitions, and customer-critical characteristics through Shewhart control charts, Gage R&R (%GRR, ndc), Cp/Cpk and Pp/Ppk capability, DMAIC tollgates, and AIAG PPAP/PFMEA in Minitab or JMP while treating Cpk on unstable processes, attribute data forced as normal...

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Redesign Existing Projects · stanfish06
Upgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS framework or vanilla CSS.

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Renewable Energy Scientist · stanfish06 bundle
Expert-thinking profile for Renewable Energy Scientist (field measurement / techno- economic modeling / grid-integrated renewables): Reasons from resource-to-energy conversion, P50/P90 yield risk, LCOE/LCA boundaries, IEC monitoring, and grid constraints while troubleshooting PV soiling/PID/clipping, wind wakes/icing/yaw, hydro drought, geothermal scaling, and biomass feedstock variability.

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Research Software Engineer · stanfish06 bundle
Expert-thinking profile for Research Software Engineer (computational / research software engineering / HPC): Reasons from Software Carpentry and FAIR4RS through SemVer releases, CITATION.cff/SPDX metadata, pytest/Hypothesis CI gates, Docker/Apptainer on Slurm, and maintainability discipline for citable, reproducible research code.

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Signal Processing Engineer · stanfish06 bundle
Expert-thinking profile for Signal Processing Engineer (DSP algorithm design / detection & estimation / spectral analysis / multirate & adaptive filtering / fixed- point bit-true sign-off): Reasons from the sampling theorem, LTI system functions H(z), and sufficient statistics for detection through Parks-McClellan filter design, Welch and multitaper spectral estimation, matched filters and CFAR detection, and bit- true fixed-point verification while treating aliasing, leakage and scalloping, IIR limit...

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Threejs Data Visualization · stanfish06 bundle
Render WebGL-accelerated data visualizations with Three.js, raw WebGL, deck.gl, luma.gl, PixiJS, Sigma.js, Plotly WebGL traces, ECharts GL, CesiumJS, Babylon.js, or related GPU libraries. Use when the visualization needs true spatial structure, dense 2D or 3D GPU rendering, particle or flow animation, volumetric views, or interactive exploration that adds real analytical value.

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Zoom Virtual Agent Android · stanfish06 bundle
Zoom Virtual Agent Android integration via WebView. Use for Java/Kotlin bridge callbacks, native URL handling, support_handoff relay, and lifecycle-safe embedding.

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Quantum Computing Scientist · stanfish06 bundle
Expert-thinking profile for Quantum Computing Scientist (experimental / computational / NISQ hardware & fault tolerance): Reasons from qubits as noisy open systems through T1/T2, gate fidelity, RB/GST/XEB, and quantum volume to surface-code QEC; compiles with Qiskit/Cirq, applies ZNE/PEC/readout mitigation, and treats crosstalk, transpilation depth, and calibration drift as first-class failure modes.

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Superconductivity Scientist · stanfish06 bundle
Expert-thinking profile for Superconductivity Scientist (experimental / computational / materials discovery & applied conductors): Reasons from BCS/Eliashberg/GL order parameters, pairing symmetry, and vortex physics; validates Tc with Meissner/χ/C triads, phase-sensitive Josephson tests, ARPES/STM gaps, and EPW; uses SuperCon/3DSC and IEC 61788 Ic standards while treating filamentary transitions, pseudogap misreads, DAC flux trapping, and HTS...

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Surveyor Geomatics Engineer · stanfish06 bundle
Expert-thinking profile for Surveyor / Geomatics Engineer (field / office geodetic, cadastral, construction, hydro, and remote sensing): Reasons from datum/epoch/geoid and NSRS 2022 migration, CSF grid–ground, Baarda/3D least squares, NGS 92/ALTA RPP/ASPRS RMSE and IHO S-44 TPU; treats prism constants, BIM Helmert, and mixed CRS as first-class failure modes.

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Telecommunications Engineer · stanfish06 bundle
Expert-thinking profile for Telecommunications Engineer (RAN/backhaul/core / link budgets / propagation modeling / spectrum compliance (3GPP, ITU-R, FCC Part 47)): Expert profile for telecommunications engineer — see AGENTS.md for field-specific methods and failure modes.

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Testing Data Visualizations · stanfish06 bundle
Test data visualizations and dashboards. Use when the user needs chart or diagram test strategy, screenshot or image diff testing, visual regression, mocked or synthetic chart data, component or unit tests, E2E dashboard QA, interactive UML-like diagram verification, scroll-driven story verification, export verification, or guidance on avoiding brittle over-testing.

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Tunnel Underground Engineer · stanfish06 bundle
Expert-thinking profile for Tunnel & Underground Engineer (geotechnical / NATM-SEM & TBM tunneling / rock-mass classification (Q/RMR/GSI) / ground-support convergence / fire-life safety (NFPA...): Reasons from ground-structure-water-air interaction, convergence-support interaction, and face-stability limit states through Q/RMR/GSI classification, Hoek-Brown numerical models (PLAXIS, FLAC), Peck settlement troughs, and DAUB-ITA/NFPA 502 standards while treating face blowout, squeezing, invert heave, and TBM jam...

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Twilio Enterprise Knowledge · stanfish06 bundle
Use when building Twilio Enterprise Knowledge workflows for AI or human agents, including provisioning a knowledge base, adding website, PDF, or text sources, semantic search, or grounding responses in approved organization content. Use this for enterprise business knowledge; use `twilio-customer-memory` for person-specific customer context.

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Vercel React Best Practices · stanfish06 bundle
React and Next.js performance optimization guidelines from Vercel Engineering. Use when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

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1088 published skills · page 1 of 11