'opus' 검색 결과

Compare saved benchmark runs over time to track win rate, response times, escalation rate, and LLM baseline costs. Review changes between the first and latest runs, with flags for declining win rates or rising average latency.

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• Check performance trends before a release
• Review benchmark history after expanding the test corpus
• Track latency changes after an agent-booster upgrade

Assess tasks before execution to identify transformations eligible to skip LLM calls. Report the eligible share, recommended models for remaining tasks, and estimated upper costs, then save the routing results for later cost reports.

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• Assess similar tasks before a batch run
• Review LLM spending on simple code transformations
• Check the share eligible for Agent Booster

Generate sound effects and ambient audio from written descriptions using ElevenLabs. Create cinematic impacts, app notification sounds, or background textures, with controls for duration, seamless looping, and how closely the sound follows the description.

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• Create impact sounds for videos
• Generate looping rain or forest ambience
• Make notification sounds for apps

Build Claude applications using guidance for the official Anthropic SDK. Choose an integration approach, implement streaming and tool use, and follow workflows for model migration, prompt audits, evaluation, and cost optimization.

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• Build a summarization app with Claude API
• Choose how to run an agent with custom tools
• Migrate existing code to a newer Claude model

Support product planning for Auri, a voice assistant combining Alexa and Claude. Covers product vision, the Vitoria Neural persona, AWS architecture, service tiers, a four-phase roadmap, market launch planning, success metrics, and competitive analysis.

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• Reviewing Auri product requirements
• Organizing service tiers and the development roadmap
• Considering market launch plans and competitors

Restructure raw article text stored in gbrain into summaries, exact quotes, key insights, and links to related pages. Preserve the original text and connect the article's significance to projects and interests already recorded in gbrain.

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• Organizing saved articles into readable notes
• Collecting exact quotes for essays
• Connecting articles to current projects

Turn a development goal into a focused ralph-loop command through conversation and codebase research. Define context, setup steps, ordered tasks, and testing criteria, then produce a complete command ready to copy.

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• Turning a vague feature idea into concrete tasks
• Planning work around existing code patterns
• Defining build checks and completion criteria

Automate real browser tasks to test websites, complete forms, and collect page information. The skill guides agents through identifying clickable elements, interacting with pages, comparing page states, and saving screenshots or PDFs.

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• Testing form submissions and page navigation
• Comparing page appearance before and after changes
• Extracting page text and saving PDFs

Develop a product or side-project idea through guided questions and premise checks. Startup discussions examine evidence of demand, while builder discussions explore possibilities and scope, producing a design document before implementation begins.

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• Examining demand for a startup idea
• Defining the smallest useful internal project
• Shaping a hackathon or side-project idea

Create and run tests for interactive command-line tools and terminal interfaces using @microsoft/tui-test. Simulate keyboard input, check visible text, and compare screen snapshots in a separate terminal environment for each test.

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• Testing selection prompts with arrow keys and Enter
• Checking terminal screen snapshots
• Automating text entry and keyboard navigation

Search past coding sessions across Claude Code, Codex, and Cursor to recover earlier attempts, failed approaches, decisions, and findings. It filters history by topic and time, then summarizes technical details relevant to the question.

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• Recovering approaches tried in earlier sessions
• Reviewing past debugging attempts and failures
• Summarizing recent work across coding agents

Trace application behavior and explain data structures using compact text tree diagrams. The diagrams connect user actions to real functions, data types, state changes, and the components that render again as a result.

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• Tracing what happens after a user action
• Investigating why a component renders again
• Mapping data structures and their consumers

Query Prometheus metrics through Grafana and manage dashboards as JSON files. Use it to investigate current values and trends, add or adjust panels, and preview dashboard updates before applying them.

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• Investigating error rates and response times
• Adding panels to a Grafana dashboard
• Managing dashboard configuration as JSON

Guide releases of Happy's CLI, mobile app, web app, and server. Choose versions and release channels, follow build and test checks, publish through the designated services, and verify the resulting packages or app updates.

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• Publishing a stable or beta CLI release
• Delivering preview or production mobile updates
• Building native apps and submitting to stores

Set up and run Happy components locally, including its CLI, server, mobile app, and desktop app. The guide covers building, testing, checking logs, and separating development data using pnpm, the project's package management tool.

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• Setting up a local Happy development environment
• Rebuilding the CLI and checking its daemon
• Running the server and app locally

Send and reply to Lark messages, search conversation history, and retrieve attachments through an agent. The skill also supports creating group chats, managing members, and organizing important messages and conversations with bookmarks and pinned chats.

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• Send messages and reply in threads
• Find past messages and download attachments
• Create group chats and manage members

Create a short launch video from the current website or app project using Hyperframes. The skill reads the code, plans scenes, adds music and optional narration, checks and renders the video, and prepares a poster and share copy.

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• Creating a launch video from the current app project
• Making a vertical video with a chosen tone
• Adding narration to a short product introduction

Turn a project directory or website URL into a short launch video using its real interface and visual assets. Create the storyboard, motion, music, sound effects, poster image, and share copy with tools available on the machine.

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• Creating a launch video from a project directory
• Turning a website URL into a short introduction video
• Making vertical or square videos for sharing

Review GitHub pull requests with specialized agents that check for clear bugs and violations of project instructions in CLAUDE.md. Validate bug findings before posting focused comments on the affected lines, with fix suggestions where appropriate.

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• Reviewing a pull request for clear bugs
• Checking changes against CLAUDE.md rules
• Posting validated findings on affected lines

Upgrade the chat app’s fast or good model slot across Rust backend code and the frontend. Updates model definitions, selection logic, generated types, and display names, then checks compilation and consistency.

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• Upgrade the default chat model
• Replace the smart mode model
• Align backend definitions with frontend model labels

Collect papers across research databases, turn research questions into targeted search queries, remove duplicate records, and extract available PDF links. Useful for preparing systematic literature reviews, with database selection and access checks before retrieval.

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• Collecting papers across multiple research databases
• Turning research questions into database search queries
• Removing duplicate records and finding PDF links

Draft and check a systematic literature review using PRISMA 2020, a reporting guideline for transparent reviews. Organize methods and findings into a Word manuscript, create a study selection flow diagram, and format references in APA 7th Edition style.

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• Drafting a first systematic literature review
• Turning a protocol or extraction sheet into a manuscript
• Creating a PRISMA study selection flow diagram

Build a behavior change with observed red, minimal green, and measured test consolidation

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Starter: interpret a council run's verdict artifacts — quorum, dissent, cross-lab validity, and what to do next

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