AI Agent Workflow Collection

Triage JVM runtime incidents with stack traces, thread dumps, jcmd, JFR, and memory-pressure evidence. Use when diagnosing deadlocks, analyzing thread dumps, capturing JFR recordings, interpreting jcmd output, or classifying runtime symptoms as blocking, contention, memory pressure, or startup failure.

Design, author, and review Prometheus alert rules with PromQL expressions and escalation policy. Use when writing alert or recording rules that map operator symptoms to meaningful firing conditions, setting for and keepfiringfor timers to avoid flapping, managing alert labels for Alertmanager routing and grouping, authoring Go-templated annotations for clarity, or needing guidance on rule YAML structure, PromQL validation, state-machine behavior, and label-contract handoff to downstream systems.

Write and review PromQL expressions for correctness, aggregation and matching shape, and consumer fit (dashboard, alert, recording rule). Triggers on range or instant query composition, aggregation operator selection, recording rule construction for dashboards, or alert expression logic validation.

Build Spring AI application features with ChatClient, prompt templates, structured output, tool calling, advisors, chat memory, embeddings, vector stores, RAG, and MCP integration. Use when configuring chat models, wiring vector store backends, designing RAG pipelines, or integrating AI tool calling into Spring services.

Structure Spring Boot applications as explicit application modules with boundary verification, published module events, and module-interaction tests via Spring Modulith. Use when defining module boundaries, verifying encapsulation with the Modulith test runner, publishing events across modules, or configuring event publication mode.

Model explicit application lifecycles with Spring Statemachine states, events, guards, actions, extended state, persistence, and state-machine tests. Use when defining state machine factories, configuring guards and actions on transitions, persisting machine state to a repository, or writing state-machine integration tests.