Tools, memory and LLM calls are now native node types spanning Claude, GPT-4o, Gemini, Mistral, Groq and OpenAI-compatible endpoints, removing the need for sub-workflows.
The new beta bundles telephony, knowledge retrieval, tools, guardrails, MCP support and observability into a single platform for building production voice agents.
Structured output APIs killed most JSON parsing pain, but schema design still decides quality. Field names, descriptions and enum choices are the new prompt engineering. Demo content.
Invoice triage, lead enrichment, incident summaries, content repurposing and weekly reporting: concrete workflow patterns with the nodes to build them. Demo content.
