量子科技论文追踪与速览生成。用于每日追踪量子计算、量子网络、量子纠错等领域最新论文，生成中文笔记和每日速览。触发场景：(1) 定时任务执行量子论文追踪 (2) 用户请求更新论文 (3) 补充遗漏的论文
Expert-level guide to quantum expert 129. Comprehensive coverage of advanced concepts, production implementation, and optimization strategies.
Expert-level guide to quantum expert 15. Comprehensive coverage of advanced concepts, production implementation, and optimization strategies.
Expert-level guide to quantum expert 169. Comprehensive coverage of advanced concepts, production implementation, and optimization strategies.
Expert-level guide to quantum expert 18. Comprehensive coverage of advanced concepts, production implementation, and optimization strategies.
Expert-level guide to quantum expert 230. Comprehensive coverage of advanced concepts, production implementation, and optimization strategies.
Expert-level guide to quantum expert 69. Comprehensive coverage of advanced concepts, production implementation, and optimization strategies.
Use when you have a set of RDKit-generated conformers ranked by ASE-ANI single-point energies, and you need to submit the lowest-energy subset to quantum software (e.g.
Quantum mechanics from wave-particle duality through entanglement and measurement. Covers the photoelectric effect, de Broglie wavelength, Heisenberg uncertainty principle, the…
Quantum physics expert making counterintuitive concepts accessible while maintaining mathematical rigor
Post-quantum document signing with ML-DSA-87 (FIPS-204) and Bitcoin/blockchain timestamping. Use when user asks to: sign a document, create quantum-safe signature, timestamp a…
Comprehensive guide to quantum skill 45. Master the concepts, implementation, best practices, and real-world applications of quantum skill 45 in professional environments.
Master quantum specialized skill 241 with comprehensive coverage of concepts, implementation, optimization, and production best practices.
Master quantum specialized skill 253 with comprehensive coverage of concepts, implementation, optimization, and production best practices.
Master quantum specialized skill 28 with comprehensive coverage of concepts, implementation, optimization, and production best practices.
Master quantum specialized skill 35 with comprehensive coverage of concepts, implementation, optimization, and production best practices.
Master quantum specialized skill 96 with comprehensive coverage of concepts, implementation, optimization, and production best practices.
Create hybrid Quarto Markdown (.qmd) lecture scripts for Single Source Publishing (interactive Moodle websites + static PDF textbooks).
Use when after feature clustering has been applied to co-eluting LC-MS features and mass-to-charge ratio matching to KEGG has produced an annotated table with adduct assignments.
Search the FPF knowledge base and display hypothesis details with assurance information
Parse legal research queries into structured parameters, generate clarification prompts when needed, and produce explicit assumptions for missing inputs.
Use when stuck after several failed fixes on the same hypothesis - step back and question whether you're fixing the right layer at all, before trying the next fix.
Query the QuickGO and Evidence & Conclusion Ontology (ECO) REST API. Use this when you need to map genes to biological processes, molecular functions, or cellular components, find…
Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED.
Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED.
Use when when converting raw metabolomics data (tab-delimited text files, Sciex OS exports) into a structured object for batch processing, or when you need to organize…
R 与 Bioconductor 生信工具 skill。用于 DESeq2、edgeR、limma、tximport、Seurat、SingleCellExperiment、GenomicRanges、clusterProfiler、ComplexHeatmap、RMarkdown/Quarto 等 R 生信分析设计。
Use when you have a peak table matrix with NA values that need to be imputed using cluster statistics, or when a GCIMSDataset object requires filtering by retention time (0–1100…
Use when you have tabular metabolomics data (tab-delimited or Sciex OS format) and need to apply a specialized R package's analysis pipeline—such as mzQuality—that requires…
Use when after installing R or modifying an R environment via conda, package managers, or container images; before running any pipeline step that depends on R packages for…
Use when when you have a metabolomics dataset loaded into a SummarizedExperiment
Use when you have constructed or received a SummarizedExperiment object (or similar S4 class) containing MS feature tables, counts matrices, or sample-level metadata, and need to…
Use when after training a customized R statistical or machine learning model on annotated training data, you need to persist the trained model object for reuse in downstream…
Use when you have raw CE-MS or LC-MS instrument files (stored as OnDiskMSnExp objects or similar Bioconductor containers) and need to extract quantitative features (migration…
React Three Fiber animation - useFrame, useAnimations, spring physics, keyframes. Use when animating objects, playing GLTF animations, creating procedural motion, or implementing…
Racing game patterns — vehicle physics, track design, lap tracking, AI opponents, drift mechanics
Run large-scale experiments with Ray Tune and analyze results with pandas/seaborn. Use when the user wants to run hyperparameter tuning, grid search, experiment sweeps, or…
Guide an agent through property search, buyer/renter preference capture, and evidence-backed shortlist notes from structured listing data.
Manage Raindrop.io bookmarks with AI assistance. Save and organize bookmarks, search your collection, manage reading lists, and organize research materials.
Runs the full Raiola milestone contract across discuss, research, plan, execute, audit, and complete.
Market salary research, accomplishment quantification, negotiation scripts, total compensation analysis, timing strategy.
Parallel implementation of Ralph++ PRD sub-stories using Claude Opus 4.6 Agent Teams. Use when executing prd.json with multiple independent sub-stories that can run in parallel.
Explore your Obsidian vault through serendipitous discovery. Randomly selects notes, traces connection paths, and suggests research directions.
Research linking rapport quality in interviews to information yield and intelligence value
Gene and region-based rare-variant aggregation - burden/collapsing, SKAT, SKAT-O, ACAT-V/ACAT-O, annotation-weighted STAAR - with regenie (--vc-tests), SAIGE-GENE+, and t — from…
Use when beginning an LC-MS data analysis pipeline and you need to rapidly inspect instrument metadata, acquisition parameters, or scan statistics from proprietary Thermo .raw…
Create evidence-first R&D decision packets with an assumption register, three competing paths, a candidate small discriminating experiment, precommitted go/pivot/stop thresholds,…
R&D management expertise for R&D portfolio management, technology roadmapping, research methodology, patent strategy, lab management, academic partnerships, and regulatory…
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similar — from…
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similar — from…
Cheminformatics toolkit for molecular analysis and virtual screening: SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints (Morgan/ECFP, MACCS), Tanimoto similarity,…
Use when when annotating .msp mass spectrometry files with chemical structure metadata and you need fast, offline molecular transformations (SMILES↔InChI, canonical SMILES…
Computes all numeric RDKit molecular descriptors from SMILES strings, filtering out NaN, constant, and infinite values to produce a clean feature matrix.
Balancing chemical equations, reaction classification, stoichiometric calculations, acid-base chemistry, oxidation-reduction (redox) reactions, and thermochemistry.
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies — from…
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies — from…
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies — from…
Hierarchical task decomposition with control flow nodes and dual memory systems from ReAcTree research.
Use when the user asks to read, summarize, explain, analyze, critique, compare, translate, extract details from, write about, or answer questions about a research paper, including…
Researches implementation best practices using current chat context and the user's explicit prompt, then proposes a concrete default.