'data framework' 검색 결과

Develop or review dygo PostgreSQL connectivity, schema planning, additive migration, prune, metadata persistence, Records, transactions, and schema snapshots. Use for framework database behavior and high-risk data lifecycle changes.

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Review storage placement across framework global data, workspace data, host state, sidecars, caches, vaults, and external sources.

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.NET advanced testing skills overview and navigation center. Triggered when users ask about "integration testing", "API testing", "containerized testing", "microservice testing", "test framework migration", "Testcontainers", "Aspire testing", and other advanced testing needs. Recommends appropriate sub-skills based on specific requirements, covering integration testing, Testcontainers, Aspire testing, framework upgrades, and other 8 advanced skills. Keywords: integration testing, integration testing, API testing, advanced testing, advanced testing, testcontainers, aspire testing, WebApplicationFactory, TestServer, database test, database testing, EF Core test, MongoDB test, Redis test, Docker test, container testing, microservice test, microservice testing, .NET Aspire, xUnit upgrade, TUnit, framework migration

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Apple의 FoundationModels로 iOS 26 이상 앱에 기기 내 언어 모델을 통합합니다. 글 생성·요약, 데이터 추출, 앱 기능 호출과 생성 중 화면 갱신을 다룹니다.

• 오프라인으로 글을 생성하고 요약합니다
• 입력 문장에서 필요한 항목을 추출합니다
• AI가 앱의 자체 기능을 호출하게 합니다

공통 기준으로 코드의 명명, 가독성, 원본 데이터를 바꾸지 않는 갱신 방식과 오류 처리를 검토합니다. 중복과 복잡한 구조를 찾아 유지보수하기 쉽게 정리합니다.

• 기존 코드의 명명과 가독성 검토
• 긴 함수와 깊은 조건 분기 정리
• 새 모듈의 코딩 규칙 통일

Set up a realtime evaluation folder with a suitable shared harness, the framework that runs evaluations. Prepare prompts, tool definitions, realistic starter data, and a README, then validate the setup with evaluation and test runs.

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• Start a single-turn text-to-speech evaluation
• Set up evaluations using saved audio
• Build multi-turn simulations with mock tools

Structure an HTML video project for HyperFrames, with explicit clip timing, tracks, reusable scene sections, and framework-controlled media playback. Provides rules for repeatable rendering and checks to identify composition problems before producing the final video.

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• Create the HTML structure for a video project
• Organize clip timing and tracks
• Connect reusable scene sections

Build custom interactive charts, network diagrams, and maps with d3.js. Guides data-driven drawing, tooltips, zooming, animation, responsive sizing, and accessibility, with examples that work in plain JavaScript or frameworks such as React, Vue, and Svelte.

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• Building charts with custom layouts and styling
• Creating network diagrams and geographic visualizations
• Adding tooltips, zooming, and animated transitions

Retrieve current documentation and code examples from Context7 for libraries, frameworks, and developer tools. Use the results to answer questions about API syntax, configuration, installation, version migration, and library-specific problems.

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• Checking current API syntax
• Finding setup and configuration examples
• Investigating version migration issues

Design or refactor backend services with clear layers and dependency rules. Using Clean Architecture, Hexagonal Architecture, and Domain-Driven Design, it separates business logic from databases and frameworks and defines interfaces that support testing without external services.

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• Designing the structure of a new backend service
• Separating business logic from database and HTTP code
• Resolving circular dependencies between layers

Complete an existing financial model template by entering historical data and forecast assumptions, then linking the income statement, balance sheet, and cash flow statement with formulas. Check statement balances, cash consistency, and scenario behavior as each section is completed.

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• Complete a partially filled financial model
• Link forecasts across three financial statements
• Check balance sheet and cash flow consistency

Turn an OpenAPI specification, a document describing an API, into an application using the chosen framework. Generate request handlers, data models, authentication, validation, tests, and setup instructions, with database access code where applicable.

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• Build an API application from an existing specification
• Generate data models and request handlers together
• Prepare tests and setup documentation for a new project

Turn user data and interviews into research-backed personas, or representative user profiles. The toolkit also supports mapping user journeys, planning usability tests, and combining research findings to guide and validate design decisions.

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• Creating personas from user data and interviews
• Mapping the steps of a customer journey
• Planning usability tests to validate a design

Audit deployed Vercel projects for cost and performance improvements using production metrics. Examines usage, settings, and relevant code, then produces ranked recommendations supported by verified files and documentation matching the framework version.

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• Investigate Vercel usage and cost drivers
• Find routes with measured performance problems
• Assess caching opportunities using traffic data

Build and render TanStack Table v9 tables in Alpine, with data updates reflected in the interface. Covers table setup, Alpine markup, cell rendering, and guidance for sharing defaults and reusable UI across tables.

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• Building a basic table in Alpine
• Reflecting replaced data arrays in a table
• Adding buttons and inputs to table markup

Build and render tables with React Table v9, with guidance on stable data and column definitions. Find task-specific references for reusable components, Query data fetching, and virtualization, which limits rendering to visible rows or columns.

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• Building a basic React table
• Organizing reusable table components
• Connecting tables to Query data

Turn a product description into a landing page with headlines, feature sections, pricing, FAQs, and calls to action. Receive Next.js/React components styled with Tailwind CSS, plus search metadata, structured data, and alternative copy.

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• Creating a landing page for a new product
• Building a campaign or lead capture page
• Comparing headline and page variants

Turn interviews, surveys, and usage data into evidence-based user profiles, experience maps, and design recommendations. Plan usability tests, define success measures, and organize research findings to identify user problems and prioritize improvements.

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• Create user personas from research data
• Map user actions, emotions, and pain points
• Plan usability tests for a proposed design

Assess security risks in AI systems by scanning prompts for known attack patterns and scoring data exposure, poisoning, and tool abuse risks. Map findings to MITRE ATLAS, an AI threat framework, and identify protective controls.

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• Scan application prompts for injection and jailbreak patterns
• Review malicious instructions in retrieved documents
• Assess training data exposure and poisoning risks

Design an enterprise search system that answers questions using retrieved company content, an approach called RAG. Gather requirements and produce architecture diagrams, deployment guidance, and validation plans using GKE, AlloyDB, and open models.

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• Designing conversational search for internal documents
• Planning RAG with a vector-enabled SQL database
• Hosting open models on GKE

Reviews Google Cloud spending and resource usage to identify waste, recommend suitable resource sizes, compare discount options, and establish ongoing cost management using the cost optimization guidance in the Google Cloud Well-Architected Framework.

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• Reviewing Google Cloud spending by team or project
• Finding idle resources and oversized instances
• Comparing CUDs, SUDs, and Spot VMs

Build repeatable DeepEval tests for AI agents, chatbots, and applications that retrieve documents to answer questions. Reuse or generate evaluation datasets, inspect failures, and improve prompts, tools, or retrieval through repeated evaluation runs.

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• Add repeatable quality tests for an AI agent
• Evaluate chatbot behavior across multiple conversation turns
• Generate evaluation datasets from documentation

Build charts with TradingView's lightweight-charts, including candlesticks, lines, live updates, scales, and annotations. Guidance checks installed types and v5 APIs to support chart integration, framework lifecycle handling, and troubleshooting of common data and display issues.

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• Build candlestick charts with a separate volume pane
• Add live updates and historical data
• Fix v4-to-v5 API migration issues

Prepare Bifrost releases by turning Git history into release summaries and module changelogs. Coordinate version updates across dependent modules, document database migration risks, and include closed issues and outside contributor credits.

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• Preparing changelogs for a Bifrost release
• Coordinating version updates across dependent modules
• Documenting database migration rollback limits