持續整合/部署

Process and analyze Oxford Nanopore sequencing data including basecalling and methylation detection.

Build integrations between multiple CRM systems with data mapping and sync logic. Use when syncing contacts between Salesforce and HubSpot, building bidirectional data flows, implementing CRM migration pipelines, or managing multi-CRM environments.

Build web crawlers and spiders using the Scrapy framework. Use this skill when building large-scale web crawlers, following links across multiple pages, handling request throttling, or creating production scraping pipelines. NOT needed for parsing single HTML files or processing already-fetched content.

SciPy linear algebra routines for matrix operations. Use when needing robust decompositions (LU, QR, SVD, Cholesky), eigenvalue solvers, matrix functions (exp, log, sqrt), or solving linear systems efficiently.

Read and write files efficiently. Use for processing text files, binary data, or large files.

Analyze supply chain performance and identify optimization opportunities. Use this skill when measuring supply chain KPIs, performing cost analysis, evaluating network efficiency, or generating insights from logistics data.

Generate PDF documents programmatically with precise layout control using ReportLab. Use when creating PDF reports with custom layouts, generating invoices, producing PDF forms, or building PDFs with charts and tables without LaTeX.

SciPy optimization module for constrained optimization, minimization, and multi-objective problems. Use for optimization solvers and constraint handling.

Implement efficient matrix algorithms including multiplication, decomposition, and linear system solving. Use when optimizing matrix computations with blocking/tiling techniques.

Plan and manage picking waves for warehouse order fulfillment. Use this skill when organizing orders into waves, scheduling wave releases, balancing workload across waves, or coordinating wave-based picking operations.

Reduce circuit gate count and depth through cancellation, basis decomposition, and T-gate reduction. Use when minimizing complexity or optimizing for hardware.

Analyze single-cell RNA sequencing data using Scanpy, Seurat, and other single-cell tools.

Generate documents using Jinja2 templates with variable substitution, loops, conditionals, and filters. Use when creating reports from templates, generating emails, building HTML documents, or producing any text output from structured data.

Guide for the Linux Kernel Build System (Kbuild). Use when building kernel modules out-of-tree, creating module Makefiles, or integrating with the kernel build infrastructure. Essential for proper kernel module compilation.

Optimize inventory placement in warehouse storage. Use this skill when assigning SKUs to locations, considering pick efficiency, implementing zone-based storage, or managing storage location assignments.

SciPy optimization and statistics module. Use for linear regression, curve fitting, optimization algorithms, and statistical analysis including R-squared calculations.

Optimize order fulfillment operations for speed and cost efficiency. Use this skill when optimizing pick-pack-ship workflows, reducing fulfillment time, managing carrier selection, or improving order processing throughput.

REST API concepts and OpenAPI specification parsing. Use when working with REST endpoints, HTTP methods, OpenAPI/Swagger specs, or extracting API metadata.

Use AlphaFold for protein structure prediction from amino acid sequences.

Use MAFFT for fast and accurate multiple sequence alignment, especially for large datasets. Use especially for >200 sequences or large-scale phylogenetic studies where speed matters.