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Apache Spark 4.0.2 best practices for PySpark and Scala distributed data processing

Write PySpark and Spark SQL jobs — RDDs, DataFrames, streaming, MLlib, and cluster configuration.

Creates, configures, and updates Databricks Lakeflow Spark Declarative Pipelines (SDP/LDP) using serverless compute. Han...

Use when building Apache Spark applications, distributed data processing pipelines, or optimizing big data workloads. In...

Use when writing Spark jobs, debugging performance issues, or configuring cluster settings for Apache Spark applications...

Spark Job Creator - Auto-activating skill for Data Pipelines. Triggers on: spark job creator, spark job creator Part of...

Create spark job creator operations. Auto-activating skill for Data Pipelines. Triggers on: spark job creator, spark job...

Parse and analyze Nginx access logs using PySpark, extracting IP, timestamp, URL, and status code, then compute basic st...

Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark...

Spark Sql Optimizer - Auto-activating skill for Data Pipelines. Triggers on: spark sql optimizer, spark sql optimizer Pa...

Set up Spark Bitcoin L2 wallet capabilities for AI agents. Initialize wallets from mnemonic, transfer sats and tokens, c...

Guidance for writing and verifying SPARQL queries against RDF datasets, particularly university/academic ontologies. Thi...

Critical thinking partner for technical concepts and strategy. Use when the user wants to explore technical ideas, valid...

Use when the user has a proposal, position, or design and wants it adversarially pressure-tested before committing.

Evaluate sparse retrieval models on standard IR benchmarks (BEIR, MIRACL, mMARCO). Covers all IR metrics (nDCG@k, Recall...

Minimal SPARV workflow (Specify→Plan→Act→Review→Vault) with 10-point spec gate, unified journal, 2-action saves, 3-failu...

Analyze cell-cell communication in spatial transcriptomics data using ligand-receptor analysis with Squidpy. Infer inter...

Load spatial transcriptomics data from Visium, Xenium, MERFISH, Slide-seq, and other platforms using Squidpy and Spatial...

Estimate cell type composition in spatial transcriptomics spots using reference-based deconvolution. Use cell2location,...

Build spatial neighbor graphs for spatial transcriptomics data using Squidpy. Compute k-nearest neighbors, Delaunay tria...

Quality control, filtering, normalization, and feature selection for spatial transcriptomics data. Calculate QC metrics,...

Spatial registration and multi-slice alignment for spatial transcriptomics data using PASTE or STalign, with method-spec...

Compute spatial statistics for spatial transcriptomics data using Squidpy. Calculate Moran's I, Geary's C, spatial autoc...

Design and implement visionOS SwiftUI scenes that integrate RealityKit content. Use when building spatial UI with Realit...

Use when animation involves depth, perspective, volume, or three-dimensional awareness—camera moves, character positioni...

Visualize spatial transcriptomics data using Squidpy and Scanpy. Create tissue plots with gene expression, clusters, and...

SpatialData framework for handling spatial multi-modal and multi-scale data. Use this skill for questions about spatial...

SpatialData 空间组学数据框架 - 100%覆盖271个核心文件（API文档+教程+示例+核心概念）

빌드/테스트가 필요할 때 builder-agent 활용 가이드

코드 작성이 필요할 때 coder-agent 활용 가이드. 직접 코드 작성 대신 위임

빌드 성공 후 commit-agent를 활용하여 커밋 생성

복잡한 판단이 필요할 때 decision-agent 활용 가이드

비정형 마크다운 작성을 markdown-writer-agent에 위임

오케스트레이션 업데이트가 필요할 때 orchestration-update-agent 활용 가이드

Pattern for spawning parallel subagents efficiently. Use when you need multiple independent tasks done concurrently.

태스크 관리 작업을 task-manager-agent에 위임

테스트 케이스 생성을 test-case-agent에 위임

Agent process spawning with provider configuration and execution

Spawn and manage terminal tabs via TabzChrome REST API. Use when spawning workers, creating terminals programmatically,...

Spawn a new terminal window to run CLI commands (ffmpeg, curl, python, etc.). Use for non-AI command execution.

Implement SPC charting, process capability analysis, and control chart interpretation. Covers control chart selection, c...

Configure Speak CI/CD integration with GitHub Actions and automated testing. Use when setting up automated testing, conf...

Execute Speak secondary workflow: Pronunciation Training with detailed phoneme analysis. Use when implementing pronuncia...

Collect Speak debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing...

Deploy Speak language learning integrations to Vercel, Fly.io, and Cloud Run platforms. Use when deploying Speak-powered...

Configure Speak enterprise SSO, role-based access control, and organization management for language schools. Use when im...

Execute Speak incident response procedures with triage, mitigation, and postmortem. Use when responding to Speak-related...

Configure Speak local development with hot reload, testing, and mock tutors. Use when setting up a development environme...