Test-Driven Development workflow principles. RED-GREEN-REFACTOR cycle.

Pragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments

Create a git commit for the Vision-Agents repo.

邮件操作技能。代替用户起草并发送邮件。

Execute the implementation plan by processing and executing all tasks defined in tasks.md

Generate a custom checklist for the current feature based on user requirements.

Route gh-aw workflow design/create/debug/upgrade requests to the right prompts.

Troubleshooting all sorts of failures, crashes, exceptions and errors using debug capabilities. Analyze accuracy, performance, model compilation, or memory issues. Dump tensors and intermediate blobs. Serialize and visualize IRs, execution graphs. Enable verbose, logging. Profile execution. Compare layer outputs. Inspect, trace or dump transformations. Identify executed operations, nodes, primitives, kernels.

Answer questions about the Effect framework

Keep changes aligned with the existing Highcharts tooling stack and avoid introducing ad-hoc or inconsistent build/test infrastructure.

Use when asked to run integration tests.

Analyzes code for design patterns, anti-patterns, naming conventions, and duplication. Use when checking codebase consistency or verifying new code follows established patterns.

Constitutional source of truth for reusable Plate architecture and public API design. Use when introducing or changing reusable public APIs, runtime/service boundaries, builder or factory patterns, extension registration contracts, naming/layering rules, or performance-sensitive architecture.

Work heavyweight framework or library tasks with planning-first research, selective deep analysis, and rigorous handoff

Generate canonical FrontendIntegration YAML from a simplified single-menu authoring model for frontend-forge.

Writing improvement specialist for grammar, style, clarity, and structure

Web search and research specialist for finding and synthesizing information

SQL query expert for optimization, schema design, and data analysis

Slack workspace management and automation specialist

Notion workspace management and content creation specialist