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Pytest fixture patterns for Textual TUI application testing. Creates reusable test setup code including app factories, Pilot wrappers, mock fixtures, and async patterns. Use when: setting up test infrastructure for Textual apps, creating reusable tes...
Implements Google Cloud Pub/Sub integration in Python by configuring topics, subscriptions, publishing/subscribing, dead letter queues, and local emulator setup. Use when building event-driven architectures, implementing message queuing, or managing...
Set up uv (Rust-based Python package manager) in CI/CD pipelines. Use when configuring GitHub Actions workflows, GitLab CI/CD, Docker builds, or matrix testing across Python versions. Includes patterns for cache optimization, frozen lockfiles, multi-...
Model quantization for efficient inference and training. Covers precision types (FP32, FP16, BF16, INT8, INT4), BitsAndBytes configuration, memory estimation, and performance tradeoffs.
Direct Preference Optimization for learning from preference pairs. Covers DPOTrainer, preference dataset preparation, implicit reward modeling, and beta tuning for stable preference learning without explicit reward models. Includes thinking quality p...
Expert guidance for Zod v4 schema validation in TypeScript. Use when designing schemas, migrating from Zod 3, handling validation errors, generating JSON Schema/OpenAPI, using codecs/transforms, or integrating with React Hook Form, tRPC, Hono, or Nex...
Turborepo monorepo 构建系统指导。触发词：turbo.json、task pipelines、dependsOn、caching、remote cache、turbo CLI、--filter、--affected、CI optimization、environment variables、internal packages、monorepo structure/best practices、boundaries。
使用 squirrelscan CLI（squirrel）对网站进行审计，覆盖 SEO、技术、内容、性能、安全等 140+ 规则。当需要分析网站健康、排查技术 SEO、检查死链、校验 meta 与结构化数据、生成站点审计报告、对比改版前后，或提到「网站审计」「audit website」「squirrel」「站点健康检查」时使用。
Read-only CLI access to ServiceNow Table, Attachment, Aggregate, and Service Catalog APIs; includes schema inspection and history retrieval (read-only).
Use when AI systems fail or behave unexpectedly. Use after incident detected. Produces incident classification, immediate response actions, rollback procedures, and post-mortem templates.
Use when organizing and sharing prompts across teams. Use after prompts developed. Produces prompt registry, versioning system, quality ratings, and usage guidelines.
Use when deciding if a workflow step should be automated, AI-assisted, or left human-only. Use when stakeholders are enthusiastic about automation, when evaluating high-volume tasks, or when assessing automation candidates in regulated environments.
Use when evaluating whether a proposed AI capability is achievable with current LLM technology. Use before committing development resources, when stakeholders propose AI solutions, or when validating automation candidates from workflow analysis.
Use when evaluating AI capability test results against acceptance criteria for production deployment decision. Use after development complete and test results available. Produces structured go/no-go verdict with gap analysis and mitigation requiremen...
Comprehensive methodology for conducting technical reviews of Rust projects. Use when: (1) reviewing unfamiliar Rust codebases, (2) conducting project health assessments, (3) evaluating code quality and architecture, (4) preparing project audits or d...
Go development process and idiomatic code review. Use when writing Go code, reviewing Go PRs, implementing concurrency with goroutines/channels, debugging Go race conditions, or fixing Go error handling. Also use for Go project setup, module manageme...
Java development process and modern practices review. Use when writing Java code, reviewing Java PRs, working with Spring Boot applications, implementing design patterns, or setting up project structure. Also use when code uses mutable state everywhe...
Azure infrastructure security review process. Use when reviewing RBAC and managed identities, auditing Storage account configurations, securing Azure Functions and App Service, reviewing Bicep/ARM templates or Terraform, or configuring VNet and NSGs....
GitHub issues management and best practices. Use when auditing issue quality, creating issue templates, adding acceptance criteria, improving issue workflows, or coaching teams on issue hygiene. Also use for setting up labels, reviewing stale issues,...
Find the gaps in your plan before your stakeholders do. Pressure tests plans, strategies, and communications. Domain-smart advisor, not nitpicker.
Build deterministic, verifiable data visualizations with D3.js (v6). Generate standalone HTML/SVG (and optional PNG) from local data files without external network dependencies. Use when tasks require charts, plots, axes/scales, legends, tooltips, or...
Use when about to claim work is complete, fixed, or passing. Invoke BEFORE committing, creating PRs, or making any success claims. The Iron Law - evidence before assertions, always.
Use when implementing payment flows with Stripe or Polar. Covers checkout integration, webhooks, subscriptions, and error handling.
Use when deploying software to production or staging environments to ensure complete traceability of what was deployed, when, by whom, and from which source. Essential for audit compliance, incident investigation, and rollback decisions.
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