1. Software Development

Guides deprecation of R functions/arguments with lifecycle warnings, documentation updates, NEWS entries, and test adjustments.

Guides implementation of parameter validation using JSR-303 annotations, custom validators, group validation, and internationalized error messages for Java applications.

Guides implementation of repository management features including Git/SVN integration, Webhook configuration, and authorization workflows for development teams.

Provides standardized guidelines for RESTful API design, including URL structure, HTTP methods, response formats, and error handling.

Utility for configuring thread pools, submitting concurrent tasks, and optimizing batch processing performance in software applications.

Guides implementation of conditional bean loading, multi-environment profiles, and dynamic configuration using Spring annotations and feature toggles.

Provides standardized guidelines for backend microservice development using Spring Boot, including architecture, code structure, and best practices.

Guide for implementing scheduled tasks in Spring applications, covering Cron expressions, distributed scheduling, and concurrency management.

Guides implementation of retry mechanisms with strategies, backoff algorithms, and idempotency for handling transient failures in software development.

Provides standardized guidelines for database script management including DDL/DML writing, versioning, and migration strategies.

Architectural guide for project management modules including CRUD operations, member management, configuration, and migration.

Guide to implementing Redis-based distributed locks, covering concurrency control, timeout handling, reentrancy, and deadlock prevention for data consistency.

Provides a comprehensive guide for architecting a log module, including ingestion, storage, real-time streaming, and multi-backend support (ES/Lucene).

Enforces standardized Git commit messages, branch naming, and PR preparation following conventional commit guidelines for consistent code management.

Guide for developing Go agents, covering architecture, task execution, heartbeat mechanisms, and Dispatch module integration.

Guides implementation of Worker module architecture including plugin execution, task distribution, logging, and lifecycle management for backend systems.

Provides specification for microservice communication including Feign client setup, service discovery, load balancing, and circuit breaking for resilient backend systems.

Guides implementation of event-driven architecture using message queues, event publishing, and subscription patterns for asynchronous communication.

Provides a guide for implementing expression parsers with variable resolution, condition evaluation, custom function extension, and secure sandboxing.

Provides a practical guide for implementing the Chain of Responsibility pattern, including interceptor design and multi-step request processing chains.

Comprehensive guide for writing unit tests using JUnit5 and MockK, covering naming conventions, mocking techniques, coverage targets, and TDD practices.

Guides implementation of Process module business logic, including pipeline, build, and template services within the service layer.

Provides architectural guidance for OpenAPI modules including API gateway configuration, interface authentication, rate limiting, SDK generation, and documentation.

Enables event-driven architecture implementation with event publishing/subscribing, MQ message processing, and asynchronous task handling for software development.