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Task-driven Ruby development toolkit: project scaffolding, data pipelines, multi-database (Ohm/Sequel/pgvector) modeling, GenAI components, RubyLLM client integration, typed LLM programs with dspy.rb, classical NLP toolkit, TUIs, desktop GUIs (glimmer-dsl-libui), diagnostics, refactoring, performance optimization, decode-style documentation comments (coverage via decode, code-graph queries and semantic lint via rubydex), and SIFT quality audits — routed by the rubyist orchestrator, which dispatches 5 phase subagents (specifier, implementer, cleaner, hardener, verifier) that load domain skills on demand.