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Guides machine learning work from data preparation and model training to evaluation and production monitoring. Covers PyTorch, scikit-learn, experiment tracking, and reproducible workflows so teams can compare models and maintain them after deployment.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Build a baseline model for comparison
• Review data preparation for evaluation leakage
• Track experiments and reproduce training runs

Build Next.js applications with App Router, the app directory routing system. Get guidance on server rendering, data fetching, caching, API endpoints, and deployment settings, including loading states and image optimization for responsive page experiences.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Designing pages and shared layouts with App Router
• Configuring data caching and revalidation
• Implementing forms and API endpoints

Design consistent API specifications with OpenAPI 3.0 and 3.1. Define requests, responses, authentication, and reusable data structures, then guide specification checks, documentation, and generation of client libraries or starter server code.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Define an API contract before implementation
• Standardize authentication and error responses
• Check API specifications in CI

Extract and analyze PDF text, tables, form values, and document properties while preserving their structure. Produce summaries, compare documents, or organize selected data as CSV or JSON, with uncertain extraction results clearly identified.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Summarize long PDFs by section
• Extract invoice details into CSV or JSON
• Compare multiple PDFs by topic

Improve PostgreSQL queries and database design by examining execution plans and choosing indexes for actual access patterns. Get guidance on large tables, JSONB data, connection pooling, and maintenance while accounting for write overhead and memory use.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Investigating slow queries with execution plans
• Choosing indexes for search patterns
• Designing partitions for time-series data

Plan presentations around the audience’s questions and a clear recommendation. Get guidance on slide structure, readable visuals, charts, speaker notes, and timed rehearsal for executive presentations, technical talks, and investor pitches.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Structuring presentations for executives or investors
• Simplifying slides with too much information
• Preparing speaker notes and slide transitions

Design service monitoring with Prometheus, write PromQL queries to analyze metrics, and build Grafana dashboards. Configure actionable alerts and manage metric labels so monitoring stays useful as the volume of collected data grows.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Monitor service latency, traffic, and errors
• Review PromQL queries and precomputed metrics
• Group related alerts and filter brief spikes

Helps design and evaluate prompts for more reliable AI responses. Covers clear instructions, input-output examples, task breakdown, and structured formats such as JSON, with guidance on comparing quality, cost, and response time across models.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Clarify ambiguous instructions for an AI task
• Specify JSON output using schemas and examples
• Break complex tasks into connected prompts

Plan software projects with guidance on short development cycles called sprints, effort estimates, risk management, and stakeholder updates. Clarify responsibilities, coordinate dependencies, and set realistic goals based on the team's capacity.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning sprints around team capacity
• Organizing project risks and mitigation plans
• Clarifying responsibilities across teams

Create reusable Helm charts, packages of Kubernetes deployment templates and settings. The skill guides environment configuration, dependency management, shared templates, and release procedures so applications can be deployed across environments with fewer template changes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Creating reusable Helm charts
• Separating development and production settings
• Managing dependencies and migration order

Plan data ingestion and transformation workflows with Apache Airflow, Spark, and dbt. Get guidance on processing changed records, validating data quality, and rerunning failed or historical jobs without creating duplicate results.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Designing data ingestion and transformation workflows
• Processing only new or changed records
• Adding data quality checks between processing stages

Helps explore datasets, clean missing or inconsistent values, and explain patterns through statistics and charts. Uses Python and SQL to compare groups, examine relationships, and present findings in plain language with documented analysis steps.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking missing values, duplicates, and inconsistent formats
• Exploring trends and distributions with charts
• Comparing groups with statistical tests

Test and debug REST and GraphQL APIs using curl, httpie, Postman collections, or scripted tests. Check authentication, invalid inputs, pagination, and response details to identify failures that a successful status code alone may miss.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking authentication and access permissions
• Testing invalid inputs and boundary conditions
• Debugging failed HTTP requests

Plan and operate Google Cloud Platform infrastructure using services such as Cloud Run and GKE, Google's managed Kubernetes service. Get guidance on deployment, access permissions, networking, monitoring, and cost controls for the system's requirements.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning an API with Cloud Run and Cloud SQL
• Reviewing GKE access permissions
• Designing event processing with Pub/Sub

Plan, deploy, and manage AWS infrastructure across computing, storage, networking, and serverless services. Get guidance on access permissions, backups, auditing, and cost management using AWS CLI and tools that define infrastructure in code.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Plan configurations for EC2, S3, and Lambda
• Review IAM permissions and network access
• Identify unused resources and review costs

Organize Notion workspaces with clear page structures, connected databases, and reusable templates. Build team wikis and task views, reduce duplicated content, and use the Notion API to automate page creation, database queries, and content updates.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Organizing a team wiki so information is easier to find
• Creating templates for meeting notes and project briefs
• Connecting project databases with filtered views

Design authentication and access permissions for web apps, mobile apps, and backend services using OAuth 2.0 and OpenID Connect. Get guidance on authorization flows, token validation, secure storage, renewal, and revocation.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Add login to a web or mobile app
• Review token storage and renewal
• Design access permissions between services

Create Ansible automation for configuring and updating servers. Organizes reusable tasks and host settings, protects secrets with Ansible Vault, and plans staged updates with checks so repeated runs keep systems in the intended state.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Automating configuration across multiple servers
• Organizing reusable tasks and environment settings
• Encrypting credentials with Ansible Vault

Draft and revise professional emails with a clear purpose, suitable tone, and explicit next steps. Shape subject lines, status updates, decision requests, and difficult messages around the recipient’s relationship, needs, and response deadline.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Turn project progress into a concise status email
• Request a decision with options and a deadline
• Explain delays or rejections with care

Build, run, and troubleshoot Docker containers, which package applications and their dependencies. Improve Dockerfiles and Compose configurations to create smaller images, manage persistent data, and address startup, networking, and resource issues.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Creating or improving a Dockerfile
• Investigating container startup failures
• Configuring multiple services with Compose

Build and maintain Elasticsearch search and analytics systems with guidance on queries, field types, and aggregations. Plan index migrations, automate data retention, diagnose cluster allocation problems, and investigate slow searches.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Designing full-text search and autocomplete
• Aggregating logs and time-series data
• Planning index migrations and data retention

Organize Confluence team wikis and project documentation with clear page hierarchies, labels, and templates. Use macros, built-in content tools, to assemble indexes and reports, with REST API guidance for creating and updating pages.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reorganizing a team wiki
• Building an index of decisions and runbooks
• Standardizing recurring meeting notes

Provides guidance for managing Twitter/X content, including weekly plans, posts, threads, replies, and performance analysis. Includes API v2 examples and review queue templates to help organize publishing and maintain a consistent brand voice.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Plan a weekly posting calendar around core topics
• Draft posts and threads in a consistent brand voice
• Define guidelines for replies and likes

Automate website searches, logins, form entry, and price comparisons using Playwright, a browser automation tool. Provides workflows for locating page elements, checking results, and recovering from navigation errors or missing elements.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Comparing product prices across online stores
• Filling and submitting web forms
• Logging in and checking the result