Creates and refines studio operational documents including SOPs, resource schedules, vendor tracking sheets, incident response checklists, and efficiency reports. Identifies workflow bottlenecks, maps resource allocation across teams, and produces actionable process improvement plans. Use when the user asks about scheduling conflicts, team capacity planning, equipment or facility management, vendor onboarding, operational bottlenecks, compliance tracking, studio workflow design, or generating operational reports and documentation.

Writes playful microcopy, designs Easter egg interactions, creates whimsical loading screens, error messages, and success states, and builds gamification and achievement systems for digital products. Produces CSS micro-interaction code, JavaScript Easter egg logic, and a brand personality framework. Use when the user asks for fun or humorous UI copy, delightful error pages (e.g. 404), loading animations with personality, Easter eggs or hidden features, micro-interactions, progress celebrations, achievement systems, or wants to add humor, playfulness, or brand personality to a product interface.

Coordinates parallel investigation threads to simultaneously explore multiple hypotheses or root causes across different system areas. Use when debugging production incidents, slow API performance, multi-system integration failures, or complex bugs where the root cause is unclear and multiple plausible theories exist; when serial troubleshooting is too slow; or when multiple investigators can divide root-cause analysis work. Provides structured phases for problem decomposition, thread assignment, sync points with Continue/Pivot/Converge decisions, and final report synthesis.

Handle HR workflows — onboarding, announcements, and employee comms.

Handles difficult colleagues and resolves conflicts using frameworks from Anneka Gupta and workplace dynamics research. Use when dealing with blocking colleagues, toxic dynamics, or maintaining relationships under stress.

Test a Paddle integration end-to-end using the sandbox environment, test cards, the webhook simulator, and local tunnels — without taking real money.

Generate Kubernetes manifests for Deployments, Services, Ingress, ConfigMaps, Secrets, HPA, PVCs with kustomize overlay structure, health probes, and resource limits.

Scaffold a SQLAlchemy 2.0+ project with Python, declarative models (mapped_column), Alembic migrations, async sessions, repository pattern, relationships, and engine configuration.

Scaffold a Drizzle ORM project with TypeScript, schema definition (pgTable/mysqlTable), migrations via drizzle-kit, query builder, relations, Drizzle Studio, and type-safe queries.

Scaffold an Astro 5.x project with content collections, islands architecture, framework integrations (React/Vue/Svelte), MDX, view transitions, and multi-adapter deployment.

Scaffold a production-ready Flask 3.x application with application factory, Blueprints, SQLAlchemy, JWT auth, and Gunicorn deployment.

Set up pytest 8.x with Python for unit and integration testing using fixtures (scope, autouse, parametrize), async tests (pytest-asyncio), mocking (unittest.mock, pytest-mock), coverage (pytest-cov), conftest.py patterns, and markers.

Scaffold a production-ready Axum 0.8+ API with Rust 2024 edition, Tower middleware, SQLx database integration, structured error handling, tracing, and shared state patterns.

Set up Jest 30+ with TypeScript for unit tests, integration tests, mocking (jest.fn, jest.mock, jest.spyOn), coverage configuration, custom matchers, snapshot testing, and setup/teardown patterns.

Go测试模式包括表格驱动测试、子测试、基准测试、模糊测试和测试覆盖率。遵循TDD方法论，采用地道的Go实践。

libstorage - Storage abstraction layer. createStorage factory returns backend based on environment (local, S3, Supabase). LocalStorage, S3Storage, SupabaseStorage implement storage interface. parseJsonl and serializeJsonl handle JSONL format. Use for file persistence, data storage, and multi-backend support.

OpenClaw integration for 1ly payments. Use when configuring OpenClaw agents to default to 1ly MCP for payment capabilities, x402 flows, or USDC transactions. Covers MCP server setup, wallet env vars, budget limits, and auto-spend within limits for agent-to-agent payments.

Use x402 protocol for HTTP-native crypto payments. Use when Clawdbot needs to pay for APIs, access paid resources, or handle 402 Payment Required responses. Supports USDC payments on Base, Ethereum, and other EVM chains via the x402 standard.

Create AGENTS.md files for project-specific inline rules. Use when adding small, project-specific instructions that should be committed in repos.

Guide for implementing Google Gemini API document processing - analyze PDFs with native vision to extract text, images, diagrams, charts, and tables. Use when processing documents, extracting structured data, summarizing PDFs, answering questions about document content, or converting documents to structured formats. (project)