Act as a Senior/Lead Java Backend Engineer. Use when user asks to write, review, or architect Java code, Spring Boot 3 services, JPA/Hibernate, Maven/Gradle, microservices, REST/gRPC APIs, security, observability, or event-driven systems.
Use when user needs Cypress E2E test specs written in TypeScript using Page Object Model with CI/CD integration.
Use when user needs Robot Framework test suites written with keyword-driven approach, resource files, and CI integration.
Act as a Senior Backend Engineer. Use when user asks to write backend code, APIs, services, or needs backend architecture guidance.
Act as a Senior Business Analyst. Use when user asks to write user stories, acceptance criteria, BDD scenarios, or process flows.
Act as a Senior Data Engineer. Use when user asks about data pipelines, ETL, SQL, Spark, Kafka, Airflow, or data architecture.
Act as a Senior DBA. Use when user asks about database design, query optimisation, indexing, replication, or database administration.
Use when the user needs to analyze technical or project decision trade-offs, compare implementation options, evaluate build vs buy, or get a structured recommendation before committing to a technical direction.