Skill UI

A comprehensive guide to writing robust, efficient, and maintainable Python applications. Covers core principles like readability, explicit coding, and EAFP (Easier to Ask Forgiveness than Permission), advanced features like modern type hinting, context managers, and sophisticated exception handling techniques.

This skill provides a structured framework for designing and implementing composable recommendation, ranking, and feed pipelines. It models the industry-standard six-stage pattern: Source, Hydrator, Filter, Scorer, Selector, and SideEffect. Use it for any system that selects "the top K items for a (user, context)", such as social feeds, ad ranking, RAG rerankers, or content recommendation engines, ensuring a robust and scalable architecture.

This comprehensive guide assists authors in evaluating the suitability, framing, and structural requirements for submitting research on wireless, mobile, IoT, sensing, and network security/privacy to the ACM WiSec conference. It provides critical expertise on aligning the paper's contribution type, threat model, and evidence standards with top-tier academic conference expectations, ensuring the work emphasizes the physical or network context.

A comprehensive guide on structuring and writing the 'Related Work' and literature review sections for high-impact, comprehensive computer science journals. It emphasizes establishing the research gap (the 'delta'), structuring comparisons (Classification-Comparison-Gap), balancing literature coverage (classic vs. modern, local vs. global), and adhering to academic citation norms (e.g., GB/T 7714). Essential for authors needing to clearly define their novelty in a cross-disciplinary context.

A comprehensive guide for planning rigorous scientific studies in Earth and Planetary Sciences, covering sampling, analytical campaigns, experimental runs, and modeling. It ensures that research designs are robust, addressing critical elements like sample context, traceability to reference materials, replication levels, and falsifiability before data collection begins. Essential for high-impact scientific publishing.

This comprehensive guide helps authors determine if their manuscript is suitable for the Financial Cryptography and Data Security (FC) conference. It covers the specific scope fit, required evidence standards (including threat models and economic context), and best practices for re-framing general CS research into a finance/security-focused narrative, ensuring the paper meets the expectations of the specialized review community.

This guide provides methodological rigor for designing studies—including manipulative experiments, observational gradient analyses, and process modeling—in the context of global change biology. It helps researchers anticipate and address critical reviewer concerns regarding scale, replication, confounding factors, and the limits of causal inference, ensuring the design can support strong claims of driver-to-response relationships.

A comprehensive skill for constructing robust theoretical arguments for entrepreneurial phenomena, specifically tailored for high-level academic journals. It guides the user in identifying the core causal mechanism, selecting the appropriate multidisciplinary lens (economics, psychology, or sociology), and choosing between deductive hypothesis testing or interpretive narrative theory. This ensures the theory is specific to the entrepreneurial context, avoiding generic organizational models.

This guide provides a rigorous framework for advanced econometric modeling in quantitative economics. It covers time series, panel data, cointegration, and mixed-frequency techniques (VAR, VECM, GMM, MIDAS). It emphasizes proper model diagnostics, stationarity testing, and grounding models in specific data properties and economic contexts.

Performs a comprehensive security audit of Model Context Protocol (MCP) implementations, including servers, clients, and tools. This skill reviews code against critical security baselines (MCP-01 to MCP-05), OWASP MCP Top 10, and common Remote Code Execution (RCE) vectors (e.g., command injection, deserialization, SSRF). The output provides a detailed report with file and line references, ensuring compliance and identifying vulnerabilities before release. Use this when auditing network-exposed services or client security posture.

A comprehensive guide for researchers detailing how to establish rigorous provenance for on-device performance measurements (e.g., energy, latency, accuracy). It mandates recording all necessary context—including device model, SoC, OS build, framework versions, power instrument setups, and thermal conditions—to ensure results are verifiable and reproducible across different hardware or environments for academic publication.

A comprehensive guide on structuring and writing high-impact scientific summaries, specifically modeled after the standards of journals like Molecular Cell. This skill teaches how to transform raw research findings into a single, polished, unstructured paragraph (~150 words). The summary must explicitly name the molecular mechanism, provide quantified evidence, establish the biological context, and articulate the physiological significance, ensuring the writing is clear for a specialized molecular biology readership.