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Use when a task needs the judgment of an audiovisual equipment installer/repairer — diagnosing an EDID or HDCP handshake failure between a source and a display, sizing a display's screen size and brightness for a room's viewing distance and ambient light, specifying an HDMI/HDBaseT/AVoIP signal run against its rated distance ceiling, designing conference-room speaker placement and acoustics, or drawing the install-vs-programming boundary with a control-system (Crestron/Extron/AMX) integrator.

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Use when a task needs the judgment of a postsecondary Anthropology or Archaeology professor — designing a gen-ed or major-track course, building a tenure or promotion dossier, defending a department against an enrollment-driven program review, mentoring a graduate student's fieldwork grant application, or writing an IRB/NAGPRA-compliant fieldwork plan.

日本語の概要は準備中です。原文の説明を表示しています。

Use when a task needs the judgment of a licensed Architect — programming a building's spatial/functional requirements against a budget, developing a design concept against a zoning/code envelope, evaluating a fee proposal or scope-creep request, resolving a code-compliance conflict between disciplines, or working through a construction-phase change order's cost and schedule impact.

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Master defensive Bash scripting for production automation, CI/CD pipelines, and system utilities. Expert in safe, portable, and testable shell scripts with POSIX compliance, modern Bash 5.x features, and comprehensive error handling. Use when writing shell scripts, bash automation, CI/CD scripts, system utilities, or mentions "bash", "shell script", "automation", "defensive programming", or needs production-grade shell code.

日本語の概要は準備中です。原文の説明を表示しています。

Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction.

日本語の概要は準備中です。原文の説明を表示しています。

Implements concurrent Go patterns using goroutines and channels, designs and builds microservices with gRPC or REST, optimizes Go application performance with pprof, and enforces idiomatic Go with generics, interfaces, and robust error handling. Use when building Go applications requiring concurrent programming, microservices architecture, or high-performance systems. Invoke for goroutines, channels, Go generics, gRPC integration, CLI tools, benchmarks, or table-driven testing.

日本語の概要は準備中です。原文の説明を表示しています。

Use for hands-on Pulumi CLI work: running deployments, fixing broken stacks, and managing infrastructure state. Handles: recovering from stuck or interrupted `pulumi up` with pending operations, cleaning orphaned resources from state after out-of-band cloud deletions, protecting critical resources from accidental `pulumi destroy`, moving resources between stacks without recreating them, targeting specific resources during deployment, migrating between backends (local file to Pulumi Cloud, S3), stack lifecycle management, state export/import/repair, CI/CD pipeline setup, and importing existing cloud resources. Use this skill — not the language-specific Pulumi skills — whenever the user's question is about operating, troubleshooting, or recovering Pulumi infrastructure rather than writing program code.

日本語の概要は準備中です。原文の説明を表示しています。

Master Rust async programming with Tokio, async traits, error handling, and concurrent patterns. Use when building async Rust applications, implementing concurrent systems, or debugging async code.

日本語の概要は準備中です。原文の説明を表示しています。

Best practices for writing reliable Pulumi programs. Covers Output handling, resource dependencies, component structure, secrets management, safe refactoring with aliases, and deployment workflows.

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Best practices for using Pulumi Automation API to programmatically orchestrate infrastructure operations. Covers multi-stack orchestration, embedding Pulumi in applications, architecture choices, and common patterns.

日本語の概要は準備中です。原文の説明を表示しています。

Writes, reviews, and debugs idiomatic Rust code with memory safety and zero-cost abstractions. Implements ownership patterns, manages lifetimes, designs trait hierarchies, builds async applications with tokio, and structures error handling with Result/Option. Use when building Rust applications, solving ownership or borrowing issues, designing trait-based APIs, implementing async/await concurrency, creating FFI bindings, or optimizing for performance and memory safety. Invoke for Rust, Cargo, ownership, borrowing, lifetimes, async Rust, tokio, zero-cost abstractions, memory safety, systems programming.

日本語の概要は準備中です。原文の説明を表示しています。

Use when building Python 3.11+ applications requiring type safety, async programming, or robust error handling. Generates type-annotated Python code, configures mypy in strict mode, writes pytest test suites with fixtures and mocking, and validates code with black and ruff. Invoke for type hints, async/await patterns, dataclasses, dependency injection, logging configuration, and structured error handling.

日本語の概要は準備中です。原文の説明を表示しています。

Programmatic form completion — web forms, PDF AcroForms, and data mapping — use when automating repetitive form filling.

日本語の概要は準備中です。原文の説明を表示しています。

Word document automation — generating, templating, and parsing .docx files — use when working with Word documents programmatically.

日本語の概要は準備中です。原文の説明を表示しています。

Build and manage brand communities — engagement strategy, moderation, advocacy programs, and community-led growth.

日本語の概要は準備中です。原文の説明を表示しています。

Increase conversion rates — CRO audits, A/B testing, landing page optimization, and experimentation programs.

日本語の概要は準備中です。原文の説明を表示しています。

Run an effective bug bounty program — scope design, triage, researcher relations, and remediation workflows.

日本語の概要は準備中です。原文の説明を表示しています。

Generate B2B pipeline — campaign strategy, multi-channel programs, SDR alignment, and pipeline measurement.

日本語の概要は準備中です。原文の説明を表示しています。

Professional C: memory ownership, defensive programming, build hygiene, and systems-level correctness. Use when writing, reviewing, or maintaining C code.

日本語の概要は準備中です。原文の説明を表示しています。

Learn effectively from courses and academies: choosing programs, studying actively, and converting courses into skills. Use when investing time/money in structured learning.

日本語の概要は準備中です。原文の説明を表示しています。

Build LLM applications with chain-style orchestration frameworks — prompts, chains, tool-calling agents, memory, and retrieval pipelines. Use when structuring multi-step LLM programs, adding tools to a model, or composing RAG systems in code.

日本語の概要は準備中です。原文の説明を表示しています。

Run ABM programs — target account selection, personalized campaigns, sales orchestration, and account-level measurement.

日本語の概要は準備中です。原文の説明を表示しています。

Build and run affiliate programs — recruitment, commission structures, partner enablement, and fraud prevention.

日本語の概要は準備中です。原文の説明を表示しています。

Use for questions about Muse's general early access program, requests to join it, checking or withdrawing a join request, and admission updates.

日本語の概要は準備中です。原文の説明を表示しています。