Use when when you have SMILES strings or molecular formulae for N-Me derivatized unsaturated sterol lipids and need to generate theoretical MS/MS spectra (predicted fragment m/z…
Use when when you have a collection of N-Me derived unsaturated sterol lipid identifiers or structures and need to generate predicted collision cross section (CCS) values for…
Load before quantum-circuit work — derivations, simulation, hardware runs, Qiskit, Cirq, stim, QEC.
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
Use AgentPMT external API to run the Quantum Distribution Generator tool with wallet signatures, credits purchase, or credits earned from jobs.
Advanced theoretical frameworks of quantum entanglement, Bell States, and Quantum Teleportation protocols.
Master the absolute final frontier of practical quantum computing, Surface Codes, and logical vs physical qubits.
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.
Coecke's Quantum Guitar: quantising guitar strings via qubit association, ZX-calculus notation, Moth Actias synth integration
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.
Run the /home/bram/work/quantum_lab Python scripts and demos inside the existing venv ~/.venvs/qiskit.
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
Quantum computer music composition and performance using quantum circuits, ZX-calculus notation, and quantum instruments
Load before simulating quantum systems beyond circuits — exact diag, Lindblad, DMRG/TEBD, QuTiP.
Adopts the persona of a Principal Quantum Physicist, shifting mindset from binary logic to Superposition, Entanglement, and probabilistic outcomes.
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.
High-concurrency execution profile for bulk content ingestion and ASR. Use when the user explicitly says 量子速读/量子速度, requests benchmarked high-throughput processing, or when…
Run the /home/bram/work/quantum_lab Python scripts and demos inside the existing venv ~/.venvs/qiskit.
Install and manage QuantumOS, an AI command center dashboard for OpenClaw. Use when the user wants to set up QuantumOS, start/stop the dashboard, troubleshoot it, or update it.
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.
Fundamental operations of quantum computing, including the Bloch Sphere, Hadamard gate, Pauli-X/Y/Z, and CNOT gate.
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.
Explains how to choose typed queries or SQL for PostHog data. Read it before you write HogQL/SQL. Also read it before you call execute-sql against PostHog.
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.
Lightweight analysis for straightforward decisions. Compresses research, evaluate, critique, and synthesize into a single pass under 500 words.
Rapid topic mastery for video/content prep. Takes a topic → generates 5 research questions → parallel PubMed + web search → outputs McKinsey-style brief in 5 minutes.
Implements ZenML quick wins to enhance MLOps workflows. Investigates codebase and stack configuration, recommends high-priority improvements, and implements metadata logging,…
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.
Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density…
Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED.
R statistical analysis for publication-ready sociology research. Guides you through phased workflows for DiD, IV, matching, panel methods, and more.
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…
R statistical modeling with base stats, sandwich, lmtest, car, broom. OLS/WLS/ GLS via lm(), GLMs via glm() (logit, probit, Poisson, negative binomial), robust/clustered SEs via…
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
Scaffold radar/freshness sidecars for research-corpus REFs. Pulls title/authors from the citation sidecar and GRADE from the analysis doc, defaults the refresh cadence from GRADE…