Use when implementing, REVIEWING, or ARCHITECTING TanStack Table v8 (React Table) - column definitions, pagination, sorting, filtering, row selection, virtualization patterns for large datasets

LeoDPraetorian0

数据工程

Use when implementing multi-stage processing pipelines in Go following the official Go blog canonical pattern - streaming data processing, producer-consumer patterns, graceful cancellation with done channel. Handles "goroutine leak", "pipeline deadlock", "memory exhaustion from unbuffered channels". Complements go-errgroup-concurrency and implementing-go-semaphore-pools

LeoDPraetorian0

数据工程

Spaced Repetition

This document describes the translation-based spaced repetition system, its data model, and study flow.

jchaselubitz0

数据工程

Metaopt Experiment Design

Use when the ml-metaoptimization orchestrator needs to design an experiment from the winning proposal. Produces a concrete batch specification including code change guidance, search space, and execution assumptions. Keywords: experiment design, batch specification, execution plan, metaoptimization worker.

jc11220

数据工程

Docker

Docker and Docker Compose best practices, multi-stage builds, container security, and performance optimization.

jcchikikomori0

数据工程

Deployment Patterns

Deployment workflows, CI/CD pipeline patterns, Docker containerization, health checks, rollback strategies, and production readiness checklists for web applications.

JayRathod16950

数据工程

Agency Pipeline Analyst

Revenue operations analyst specializing in pipeline health diagnostics, deal velocity analysis, forecast accuracy, and data-driven sales coaching. Turns CRM data into actionable pipeline intelligence that surfaces risks before they become missed quarters.

jay66971170

数据工程

Agency Devops Automator

Expert DevOps engineer specializing in infrastructure automation, CI/CD pipeline development, and cloud operations

jay66971170

数据工程

Agency Data Engineer

Expert data engineer specializing in building reliable data pipelines, lakehouse architectures, and scalable data infrastructure. Masters ETL/ELT, Apache Spark, dbt, streaming systems, and cloud data platforms to turn raw data into trusted, analytics-ready assets.

jay66971170

数据工程

AI Data Remediation Engineer Agent

Specialist in self-healing data pipelines — uses air-gapped local SLMs and semantic clustering to automatically detect, classify, and fix data anomalies at scale. Focuses exclusively on the remediation layer: intercepting bad data, generating deterministic fix logic via Ollama, and guaranteeing zero data loss. Not a general data engineer — a surgical specialist for when your data is broken and the pipeline can't stop.

jay66971170

数据工程

Agency Threat Detection Engineer

Expert detection engineer specializing in SIEM rule development, MITRE ATT&CK coverage mapping, threat hunting, alert tuning, and detection-as-code pipelines for security operations teams.

jay66971170

数据工程

Data An Storyteller

Transforms analytical findings into decision-ready narratives while preserving evidence fidelity.

JaviSandman0

数据工程

Colleague Wangzhuo

王琢，河南工业大学大二学生，优课达课程推广/团队管理，找邪门歪道理由高手

Lizz-6660

数据工程

Implement

Single-shot feature implementation from ticket to merged PR. Orchestrates brainstorming, API research, pattern scanning, TDD, code review, and verification — designed to deliver production-grade code in one pass.

lioartoil0

数据工程

Spacetimedb Rust

Use when writing SpacetimeDB server modules in Rust — table definitions, reducers, lifecycle hooks, scheduling, views, procedures, and migrations. Triggers on: "create a SpacetimeDB module", "add a table", "write a reducer", "SpacetimeDB Rust", server-side SpacetimeDB work, or Rust module code generation.

lioartoil0

数据工程

Gorm Hooks

Use when working with GORM hooks to add custom logic to CRUD operations, intercept database operations, or implement model-level validation and transformation.

liurida0

数据工程

Gorm Sharding

Use when implementing horizontal database sharding, partitioning large tables across multiple databases, or configuring shard-aware primary key generation in GORM applications.

liurida0

数据工程

Technical Design Review

对技术方案做评审，检查可行性、扩展性、安全与可维护性，输出评审意见与修改建议。用于 SDD Phase 2 Plan 评审。

liushoukun0

数据工程

Implementing Syncfusion Dropdown Tree

Implement Syncfusion Dropdown Tree control to display hierarchical data in dropdown format. Use this skill when implementing single or multiple value selection from hierarchical data, enabling checkboxes with dependent parent-child states, lazy-loading large datasets, customizing tree items with templates, and configuring multi-language support. Comprehensive coverage of properties, methods, events, data binding modes, checkbox selection, templates, and accessibility features.

syncfusion0

数据工程

Data Import Parsers

Implement or refactor data import/parsing so it streams files sequentially (memory-safe), validates/coerces types explicitly, skips irreparable records while logging them to an error CSV (full original columns + timestamp/file/line/error), emits rows_ok/rows_skipped/parse_errors metrics, and guarantees idempotent DB writes.

janjaszczak0

数据工程

Benchmark Author Item

Use when a new benchmark item, seed draft, or ad hoc eval case needs to be turned into the repository's canonical benchmark-item format with clear task family, route expectation, artifact contract, scoring focus, and variant hooks.

LoogacyStudio0

数据工程