全部能力

Orchestrates test planning pipeline: research, manual testing, automated test planning. Use when Story needs comprehensive test coverage planning.

Expert guidance for LlamaIndex development including RAG applications, vector stores, document processing, query engines, and building production AI…

Generates seed data from ORM schemas or entity definitions to any target format. Use when populating databases for development.

Drives a Story through full pipeline (tasks, validation, execution, quality). Use when executing a Story end-to-end from kanban board.

为 API 实现高级过滤和排序功能，包含查询解析、字段验证和优化。适用于构建搜索功能、复杂查询或灵活的数据检索端点。

Use when coordinating story quality evaluation with mandatory research, worker summaries, agent review, regression evidence, and bounded refinement.

Researches real-world problems, competitor solutions, and customer complaints for a feature domain. Use before test planning to ground tests in actual user…

Analyzes single pattern implementation, calculates compliance/completeness/quality scores, identifies gaps. Use when auditing a specific pattern.

Checks layer boundary violations, transaction boundaries, session ownership, cross-layer consistency. Use when auditing architecture layers.

Write ML experiment code with iterative improvement. Generate training/evaluation pipelines, debug errors, and optimize results through code reflection. Use…

GPU-accelerate Python code using CuPy, Numba CUDA, Warp, cuDF, cuML, cuGraph, KvikIO, cuCIM, cuxfilter, cuVS, cuSpatial, and RAFT. Use whenever the user…

Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML…

使用 AliCloud Milvus（serverless）与 PyMilvus 创建集合、插入向量并执行带过滤条件的相似性搜索。针对 Claude Code/Codex 优化…

对标阿里云、AWS、Azure、GCP、腾讯云、火山引擎和华为云的同类产品文档及 API 文档。给定一个…

Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and…

Use when auditing project documentation through the evaluation platform with mandatory research, coordinated audit workers, and structured summaries.

Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization…

High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent…

IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization…