AI Engineering

Ralph Analytics shows aggregate metrics from agent loop execution history. It is used to review success rates, iteration counts, stuck loops, reflections, and escalation patterns.

Ralph Reflect lets you view, search, and clear agent loop reflections and episodic memory. Use it to inspect outcomes, recurring patterns, and strategy changes across loops.

Ralph Resume continues an interrupted agent loop from the last checkpoint. Use it when a previous run stopped early due to limits, timeout, or interruption.

Ralph Status checks the current or latest agent loop state from local .aiwg files. Use it to view progress, iteration history, completion reports, or errors when a loop is active or missing.

Reflection Injection loads relevant past reflections into an agent's context at the start of an iteration or retry. Use it to carry forward lessons from prior failures and avoid repeating mistakes.

Simple Skill is a basic skill for testing agent runtime behavior. Use it when you need a minimal example or a placeholder skill.

Api Platform DTO Resources maps Symfony entities to API Platform v4 DTOs with the Object Mapper. Use it to keep input and output contracts explicit while controlling validation and security.

API Platform Serialization controls Symfony API Platform payloads with groups, #[Context], IRI links, and custom context builders. Use it when defining contracts, mapping resources or DTOs, and verifying serialization behavior.

Api Platform State Providers helps you design API Platform v4 state providers and processors to separate retrieval and persistence from entities. Use it when defining operation contracts, mapping DTOs, and enforcing validation and security behavior.

ClawMem routes agent queries to local memory retrieval, intent search, and lifecycle tools for recalling decisions, preferences, and past context. Use it when tuning retrieval, debugging recall quality, or checking prior memory before a hard-to-reverse change.

GraphMind gives Claude Code persistent memory and structural code intelligence across registered projects. It is used to query symbols, dependencies, blast radius, and project history before reading source files.

Symfony Brainstorming helps plan medium-complex Symfony changes by clarifying constraints, proposing small architectural adjustments, and validating each checkpoint. Use it to structure collaborative design work and keep decisions auditable.