domain cluster

Data & AI

Machine learning, LLMs, and data processing.

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data-engineering
414

data-engineering-data-pipeline

You are a data pipeline architecture expert specializing in scalable, reliable, and cost-effective data pipelines for batch and streaming data processing.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

data-quality-frameworks

Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

database-admin

Expert database administrator specializing in modern cloud databases, automation, and reliability engineering. Masters AWS/Azure/GCP database services, Infrastructure as Code, high availability, disaster recovery, performance optimization, and compliance. Handles multi-cloud strategies, container databases, and cost optimization. Use PROACTIVELY for database architecture, operations, or reliability engineering.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

database-architect

Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures. Masters SQL/NoSQL/TimeSeries database selection, normalization strategies, migration planning, and performance-first design. Handles both greenfield architectures and re-architecture of existing systems. Use PROACTIVELY for database architecture, technology selection, or data modeling decisions.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

database-migration

MASTER DB: Zero-Downtime, Schema Design (3NF), SQL/NoSQL.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

dbt-transformation-patterns

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

error-debugging-error-analysis

You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production incidents, and implementing comprehensive observability solutions.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

error-diagnostics-error-analysis

You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production incidents, and implementing comprehensive observability solutions.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

nosql-expert

Expert guidance for distributed NoSQL databases (Cassandra, DynamoDB). Focuses on mental models, query-first modeling, single-table design, and avoiding hot partitions in high-scale systems.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

production-code-audit

Autonomously deep-scan entire codebase line-by-line, understand architecture and patterns, then systematically transform it to production-grade, corporate-level professional quality with optimizations

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

scala-pro

Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO/Cats Effect, and reactive architectures. Use PROACTIVELY for Scala system design, performance optimization, or enterprise integration.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

spark-optimization

Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

tdd-orchestrator

Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices. Enforces TDD best practices across teams with AI-assisted testing and modern frameworks. Use PROACTIVELY for TDD implementation and governance.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

temporal-python-pro

Master Temporal workflow orchestration with Python SDK. Implements durable workflows, saga patterns, and distributed transactions. Covers async/await, testing strategies, and production deployment. Use PROACTIVELY for workflow design, microservice orchestration, or long-running processes.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
data-engineering
414

production-code-audit

Autonomously deep-scan entire codebase line-by-line, understand architecture and patterns, then systematically transform it to production-grade, corporate-level professional quality with optimizations

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
machine-learning
414

red-team-tools-and-methodology

This skill should be used when the user asks to "follow red team methodology", "perform bug bounty hunting", "automate reconnaissance", "hunt for XSS vulnerabilities", "enumerate subdomains", or needs security researcher techniques and tool configurations from top bug bounty hunters.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
machine-learning
414

haskell-pro

Expert Haskell engineer specializing in advanced type systems, pure functional design, and high-reliability software. Use PROACTIVELY for type-level programming, concurrency, and architecture guidance.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
machine-learning
414

ml-pipeline-workflow

Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model training and deployment workflows.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
machine-learning
414

mlops-engineer

Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools. Implements automated training, deployment, and monitoring across cloud platforms. Use PROACTIVELY for ML infrastructure, experiment management, or pipeline automation.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
machine-learning
414

rag-engineer

Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization for LLM applications. Use when: building RAG, vector search, embeddings, semantic search, document retrieval.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
machine-learning
414

vector-index-tuning

Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.

Dokhacgiakhoa
Dokhacgiakhoa
data-ai
open
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