When to activate: Strawberry, Graphene, GraphQL, subscriptions, dataloaders, N+1, schema-first design
When to activate: Python profiling, cProfile, memory profiling, optimization, numba, Cython, bottlenecks
You are a Python project architecture expert specializing in scaffolding production-ready Python applications.
Prepare and execute a Python package release with verification steps.
Facilitates the creation of high-performance Python bindings for Rust cores using PyO3 and idiomatic wrapper patterns.
Architects modular, maintainable standalone Python scripts and CLI utilities using a structured ports-and-adapters pattern optimized for…
Audits Python libraries for security vulnerabilities using Bandit, pip-audit, Semgrep, and detect-secrets.
Use when managing Python packages, virtual environments, or linting and formatting Python code
When to activate: Python type hints, TypeVar, Generic, Protocol, TypedDict, Literal, typing extensions, mypy
When to activate: WebSockets, real-time, FastAPI WebSocket, websockets library, broadcasting, connection management
When to activate: PyTorch, nn.Module, DataLoader, training loop, mixed precision, DDP, distributed training, torch.compile, model export…
Use when writing, editing, reviewing, or debugging q/kdb+ code (.q files), querying kdb+ tables, translating Python to q, running q from…
Use it when a developer wants to start writing tests for a module, prepare a release, research existing coverage, or…
Run multi-stage quality assurance on marketing assets with channel-specific validation and approval-ready reports
Design focused QA cases and investigate suspected product defects with Opsphere evidence.
Builds and strengthens TypeScript unit tests with example-based tests, fast-check property testing, and Stryker mutation analysis.
Qfc Order
Extracts creator profile metrics and video performance data from Douyin, Xiaohongshu, and Bilibili into standardized Excel reports.
Generates viral e-commerce door-opening outfit change videos from a single model photo and up to four apparel images.
Generates synchronized two-person e-commerce and promotional videos by imitating reference motion and facial expressions.
Monitors TikTok trending topics, video rankings, and competitor dynamics to generate high-converting content ideas and editorial calendars.