productivity▌

Implement scalable batch processing systems for handling large-scale data processing, scheduled tasks, and async operations efficiently.

Purpose: Guide robust, testable in-app purchase implementation StoreKit Version: StoreKit 2 iOS Version: iOS 15+ (iOS 18.4+ for latest features) Xcode: Xcode 13+ (Xcode 16+ recommended) Context: WWDC 2025-241, 2025-249, 2023-10013, 2021-10114

PyOpenMS provides Python bindings to the OpenMS library for computational mass spectrometry, enabling analysis of proteomics and metabolomics data. Use for handling mass spectrometry file formats, processing spectral data, detecting features, identifying peptides/proteins, and performing quantitative analysis.

deepTools is a comprehensive suite of Python command-line tools designed for processing and analyzing high-throughput sequencing data. Use deepTools to perform quality control, normalize data, compare samples, and generate publication-quality visualizations for ChIP-seq, RNA-seq, ATAC-seq, MNase-seq, and other NGS experiments.

Search across your personal Yuque knowledge bases using natural language, read relevant documents, and synthesize a clear answer with references.

../../../ra-qm-team/mdr-745-specialist/SKILL.md

Dask is a Python library for parallel and distributed computing that enables three critical capabilities:

and-token-efficient-refinement

Role: Advanced Vision Systems Architect & Spatial Intelligence Expert

Produces award submissions and grant applications that address every criterion with quantified evidence. The goal is a document where every paragraph earns points on the scorecard.