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Groups + Blocks model adapted from Typebot. Execution loop pauses at InputBlocks, resumes on next message. Tool registry bridges existing tools. Session state in Redis with 24h TTL. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>