Skill UI

Expert in designing, building, and optimizing scalable data pipelines, modern data warehouses, and real-time streaming architectures. Mastery covers the complete modern data stack, including Spark, dbt, Airflow, and cloud services (AWS, Azure, GCP). Focuses on ELT/ETL, data lakehouse implementation (Delta Lake, Iceberg), data governance, and ensuring high data quality and operational reliability.

An expert in designing, implementing, and optimizing scalable, reliable, and cost-effective data pipelines for both batch and streaming data. Covers advanced topics including ETL/ELT patterns, Kappa/Lambda architectures, workflow orchestration (Airflow/Prefect), transformation using dbt/Spark, and managing modern storage formats like Delta Lake and Iceberg. Focuses heavily on data quality, monitoring, and cost optimization strategies.

Drafts comprehensive patent claims based on invention disclosures, prior art, and novelty assessments. This skill is crucial for defining the legal scope of intellectual property protection, adhering to specific formatting rules for jurisdictions like US, EP, and CN. It guides the creation of both independent and dependent claims, ensuring maximum defensibility.

This guide provides a rigorous framework for assessing whether materials research possesses the necessary 'genuine advance' and 'broad impact' to be published in premier journals like Advanced Materials. It helps researchers pre-screen their work, determining if the novelty is fundamental (new mechanism/material) and if the findings resonate with neighboring scientific communities, thus avoiding rejection due to scope mismatch.

This guide helps researchers determine the suitability of their energy-related manuscripts for the Applied Energy journal. It shifts the focus from single-device performance or component novelty to generalizable, systems-level insights. Key areas include energy-systems modeling, decarbonization pathways, techno-economic analysis (TEA), life cycle assessment (LCA), and assessing integrated energy transitions across sectors.

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.

A detailed guide on how to structure and position the 'Related Work' section for high-stakes academic conferences like DAC, ICCAD, and DATE. It teaches authors to move beyond simple surveys and instead create a 'delta statement,' explicitly defining the limitations of prior art and quantifying the unique advances of the current work in terms of Quality of Results (QoR).

A detailed model of the ACM/IEEE Design Automation Conference (DAC) research manuscript review process. This guide explains the double-blind, TPC-driven, and single-shot nature of the evaluation, emphasizing the critical balance between genuine novelty and measured Quality-of-Results (QoR). It outlines the high standards for evidence fairness, benchmark credibility, and ablation studies required for acceptance, differentiating DAC's approach from architecture and software venues.

A detailed guide on positioning a computer architecture paper within the broader academic literature. It teaches authors to write a 'lineage with structural deltas,' moving beyond mere citation lists. The guidelines cover sweeping multiple databases (like dblp and IEEE Xplore), identifying concrete structural improvements (deltas), and adhering to strict academic rules, such as citing all authors and maintaining un-blinded bibliography integrity.

A comprehensive guide for authors submitting to major signal processing conferences like ICASSP. It details how to audit, define, and precisely position a paper's novelty by comparing it against specific literature lanes (SPS journals, conferences, and ML venues). Learn to articulate the technical delta against the nearest work in a constrained, four-page format.

This skill guides authors on submitting power conversion manuscripts to IEEE Transactions on Power Electronics (TPEL). It evaluates the manuscript's fit by checking for the required balance between theoretical novelty and rigorous experimental validation, covering topics like converter topologies, control methods, and wide-bandgap devices. Use it when evaluating a paper's suitability for TPEL or re-framing a design from a single build to a generalizable, highly benchmarked contribution.

A comprehensive guide for authors on how to structure the 'Related Work' section for top-tier networking conferences (like INFOCOM). It teaches authors to move beyond simple citation catalogs and instead adopt a 'delta-first' approach, clearly contrasting their work's novelty and unique contribution against the entire breadth of existing networking literature, including systems, theory, and flagships.