Skill UI

This comprehensive diagnostic bundle collects critical evidence from the Databricks environment, including environment setup, cluster state, job run history, and Delta table diagnostics. It generates a redacted, safe tar.gz file specifically designed for submitting detailed support tickets and efficiently troubleshooting complex data pipeline issues.

This utility conducts a thorough audit of project documentation against the current codebase to ensure complete consistency. It supports 'delta' (detecting changes since merge-base) or 'full' auditing modes. By utilizing Impact Mapping and verifying cross-reference pairs, it identifies outdated specs, missing documentation, or inconsistent references across the entire project ecosystem.

This Bash script compares two cost-summary JSON snapshots to detect PR-level cost regressions. It calculates deltas between baseline and current states, categorizing changes as added, removed, or changed. Users can set alerts for percentage increases, absolute USD thresholds, or specific token class growth. Designed for CI/CD workflows to gate PRs based on cost changes.

A comprehensive guide on writing literature reviews and related work sections, specifically tailored for high-impact journals like Acta Automatica Sinica (AAS). It teaches authors how to frame their research by focusing on the incremental contribution (delta), moving beyond simple literature listing to establish clear gaps, contrasting current limitations, and rigorously defining the work's novelty in a structured manner.

A comprehensive guide for authors writing the Related Work section of ACM Multimedia papers. It teaches how to position cross-modal contributions by covering diverse single-modality shelves (Vision, Audio, Language, HCI), tracing the cross-modal lineage, defining the specific cross-disciplinary novelty (delta), and adhering to academic hygiene standards like double-blinding and venue verification.

A comprehensive guide for academic researchers, detailing how to precisely define and position the marginal contribution of an economic manuscript (especially for top journals like AEJ: Applied). It teaches techniques like the 'three-paper test' and defining an 'honest delta,' ensuring the contribution is framed by identification and mechanism, rather than just topic or setting.

This guide instructs authors on how to precisely situate their manuscript within the established, interdisciplinary conversations of the Accounting, Organizations and Society (AOS) journal. It emphasizes the necessity of engaging the specific historical canon, citing core primary social-science theories, and critically defining the 'delta'—the precise conceptual advance—compared to 2-3 immediate prior works. This is a structural guide for advanced academic writing.

Provides detailed guidelines for authors on how to accurately position their research novelty within the complex landscape of formal verification techniques, tools, and academic literature. It emphasizes shifting from a simple citation catalog to a 'delta-first' contrast, clearly articulating technical differences, crediting specific tool and benchmark lineages, and understanding the scope of related venues (e.g., CAV, TACAS, FMCAD).

This guide details how to audit and position security research submissions for premier academic venues like CCS, S&P, USENIX, and NDSS. It teaches authors to structure their 'Related Work' section by comparing their novelty against the 'security big four,' specialist literature, and real-world practitioner records (such as CVEs and vendor advisories). The goal is to clearly articulate the technical delta and eligibility for publication.

This guide teaches advanced techniques for writing literature reviews in top-tier economics journals. The core principle is moving beyond simply listing past work; instead, you must precisely position your contribution by defining the delta (difference) relative to specific, foundational academic papers. Learn to articulate your unique value by highlighting improved identification strategies, clearer mechanisms, or novel parameters.

A comprehensive guide for drafting the Related Work section for top-tier networking conferences (e.g., CoNEXT, SIGCOMM). It emphasizes moving beyond simple literature summaries to create a 'delta argument'—clearly defining what the paper contributes over the closest prior work. Guidelines cover covering specific networking 'lanes' (like IMC, NSDI, SIGMETRICS), maintaining double-anonymous citations, and ensuring the contribution is concrete and testable.

This skill guides researchers on how to position a new econometric theorem by rigorously comparing it against the existing theoretical literature frontier. Instead of a general survey, it requires defining the 'delta'—the specific element (e.g., weaker assumptions, broader scope, generalization) that distinguishes the new result from prior work, using formal APA author-date citations. Essential for high-level academic manuscripts.