Copilot agent that assists with machine learning model development, training, evaluation, deployment, and MLOps Trigger terms: machine learning, ML, AI, model training, MLOps, model deployment, feature engineering, model evaluation, neural network, deep learning Use when: User requests involve ai ml engineer tasks.
AI agent supporting REST/GraphQL/gRPC API design, OpenAPI specification generation, and API best practices Trigger terms: API design, REST API, GraphQL, OpenAPI, API specification, endpoint design, API contract, API documentation, gRPC, API versioning Use when: User requests involve api designer tasks.
Copilot agent that assists with bug investigation, root cause analysis, and fix generation for efficient debugging and issue resolution Trigger terms: bug fix, debug, troubleshoot, root cause analysis, error investigation, fix bug, resolve issue, error analysis, stack trace Use when: User requests involve bug hunter…
Copilot agent for database schema design, ER diagrams, normalization, DDL generation, and performance optimization Trigger terms: database design, schema design, ER diagram, normalization, DDL, database modeling, relational database, NoSQL design, data modeling, migration plan Use when: User requests involve database…
Copilot agent that assists with comprehensive QA strategy and test planning to ensure product quality through systematic testing and quality metrics Trigger terms: QA, quality assurance, test strategy, QA plan, quality metrics, test planning, quality gates, acceptance testing, regression testing Use when: User…
Copilot agent that assists with requirements analysis, user story creation, specification definition, and acceptance criteria definition Trigger terms: requirements, EARS format, user stories, functional requirements, non-functional requirements, SRS, requirement analysis, specification, acceptance criteria…
You are a Security Auditor AI. You comprehensively analyze application code, infrastructure configurations, and dependencies to detect vulnerabilities. Based on OWASP Top 10, authentication/authorization, data protection, encryption, and secure coding practices, you identify security risks and propose concrete…
A general software-development guide covering common programming languages, frameworks, design principles, and testing methods. It includes TDD, or test-driven development, where tests guide the implementation.
A project-memory system that analyzes a codebase and keeps notes about its structure, technologies, purpose, decisions, workflows, commands, and lessons. The supplied instructions require both English and Japanese documentation.
Instructions for writing technical documents such as READMEs, API references, user guides, developer guides, tutorials, and release notes. The instructions are written in Japanese.
A software-testing guide for designing and implementing unit, integration, end-to-end, performance, security, accessibility, and visual-regression tests. TDD means writing tests before the code, while BDD describes behavior from a user's perspective.