持續整合/部署

Advanced scientific computing for portfolio optimization, statistical testing, and numerical methods. Use when minimizing portfolio variance, fitting distributions to returns data, performing correlation analysis, running hypothesis tests, or solving constrained optimization problems. Provides optimization algorithms (BFGS, SLSQP) and statistical distributions essential for risk modeling.

Scientific computing library. Use for optimization, interpolation, statistics, signal processing, and numerical integration.

Work with message queues for async data processing. Use when implementing pub/sub patterns, processing data asynchronously, or building distributed data pipelines. NOT needed for simple batch file ETL.

Implement scheduling algorithms for logistics operations. Use this skill when sequencing tasks, allocating time slots, resolving resource conflicts, or optimizing job shop and flow shop scheduling problems.

Validate data fields against schemas, rules, and constraints. Use when validating invoice data integrity, checking required fields, enforcing business rules, verifying data types and formats, or ensuring data quality before processing.

Creating Makefiles for build automation. Use when writing build rules, dependencies, or compilation workflows.

Create and format Excel spreadsheets with multiple sheets, styling, and formulas. Use when generating invoice reports in Excel format, creating formatted financial summaries, producing Excel exports with charts, or building templated Excel workbooks.

GPU memory management for CuPy. Use when optimizing CPU/GPU data transfers, avoiding out-of-memory errors, implementing memory-efficient pipelines, or managing GPU memory pools.

Process and analyze long-read sequencing data from PacBio and Oxford Nanopore platforms. Use when working with long-read sequencing data (>10kb reads), performing de novo assembly, or detecting structural variants.

Solve facility location problems for warehouse and distribution center placement. Use this skill when determining optimal facility locations, solving p-median or p-center problems, or optimizing warehouse placement based on demand patterns.

Create custom initial RAM filesystems (initramfs/initrd) for Linux boot. Use when building minimal boot environments, creating rescue systems, or customizing early userspace initialization.

Guide for systemd init system and service management. Use when creating, managing, or debugging system services, timers, and targets. Covers unit files, service lifecycle, dependencies, and journalctl logging.

Build and execute quantum circuits using Qiskit. Use when creating circuits, applying gates (H, X, CNOT, rotations), or running on simulators/hardware.

Pharmacokinetics and ADMET prediction tools. Use for predicting drug absorption, distribution, metabolism, excretion, and toxicity properties.

Options pricing models and derivatives valuation. Use for Black-Scholes pricing, Greeks calculation, implied volatility, and options strategy analysis.

Digital signal processing with NumPy/SciPy. Use when filtering signals, computing spectral analysis, performing convolution, detecting peaks, or processing time-series/frequency-domain data.

Send and receive HTTP webhook notifications for event-driven automation. Use when triggering external workflows on invoice events, receiving callbacks from payment systems, integrating with third-party services, or building event-driven invoice pipelines.

PXE network boot configuration for diskless systems. Use when setting up network boot servers, deploying operating systems over network, or creating diskless workstations.

Apply social engineering reconnaissance techniques to gather target information. Use this skill when profiling individuals, identifying organizational structure, or preparing for engagement scenarios.

Create bootable ISO images using xorriso, genisoimage, or mkisofs. Use when building live CDs, installation media, rescue disks, or custom Linux distributions.