Browse reusable Agent Skills, each with a clear purpose and practical guidance.
Work with the subscription sync bridge in `openmeter/billing/worker/subscriptionsync/...`. Use when modifying how subscription target state is reconciled into billing artifacts such as invoice lines, split-line groups, or charges; when changing persisted-state loading, reconciler patch routing, or subscription sync tests; and when reasoning about the bridge between subscription views and billing state.
根据技术方案实施任务，编写代码和测试，输出实现报告。当用户要求实施任务、开始编码、执行技术方案时触发。参数为 task-id。
处理代码审查反馈并修复审查中发现的问题。当用户要求修复审查问题、处理 review 反馈时触发。参数为 task-id。
升级项目中的指定依赖包到新版本并验证变更。当用户要求升级依赖、更新包版本时触发。参数为包名、原版本和新版本。
Use this skill when the user wants to clone Pyserini from GitHub for local development, install Pyserini from source with pip editable mode using `pip install -e .`, create or reuse a development environment, install optional development extras, or debug source-checkout installation issues involving Python, Java, Git, pip, PyPI, or editable installs.
Use this skill when the user wants to install Pyserini with uv, create a uv-managed environment for Pyserini, add Pyserini to an existing uv project, install optional Pyserini extras, or debug uv/Pyserini installation issues involving Python, Java, PyPI, or dependency resolution.
Use when working with Foundatio infrastructure abstractions for .NET -- caching, queuing, messaging, file storage, distributed locking, or background jobs. Apply when using ICacheClient, IQueue, IMessageBus, IFileStorage, ILockProvider, IJob, or resilience patterns like retry and circuit breakers. Covers in-memory and production implementations (Redis, Azure, AWS, Kafka, RabbitMQ). Use context7 MCP to fetch current API docs and examples.
Generate a concise PR description from code changes, following the repo's PR template
VeOmni-specific checklist for feature development and refactoring. Covers impact analysis across modalities, trainer hierarchy, data pipeline, and distributed code. Use before implementing any non-trivial change. For model-specific or ops-specific work, use veomni-new-model or veomni-new-op instead. Trigger: 'add feature', 'implement', 'refactor', 'reorganize', 'new capability'.
Use this skill when adding or refreshing a patchgen-generated modeling file for a VeOmni model under its generated directory — GPU-only or GPU+NPU, dense or MoE, text-only / VLM / Omni-thinker+talker. Covers: creating GPU and NPU patchgen configs, using patchgen decorators (replace_class/override_method/replace_function/modify_init/add_post_import_block/drop_import_names), reusing sibling-model patches via name_map, handling MoE weight-loading (CheckpointTensorConverter + fused gate_up_proj layout), multimodal/VLM forward with Ulysses SP, excluding speech/vocoder subtrees in Omni models (talker/token2wav/DiT/BigVGAN), wiring __init__.py for the patchgen-generated classes, running codegen, and adding test cases. Trigger: 'port a model to patchgen', 'add patchgen for a model', 'transformers v5 migration', 'add NPU patchgen'. Do NOT edit files under generated/ manually — always regenerate via patchgen.