Documentation

An outcome-focused guide to what you can do with Howlet Studio, and how easily.

Chat Input / Output

Handles user-facing chat interactions with built-in conversation memory and message formatting.

Chat Input

Receives user messages from Playground or API. Provides a structured Message object with sender info, timestamp, and session ID.

Chat Output

Sends the AI response back to the user interface. Formats the response as a chat bubble with optional metadata display.

Conversation Memory

Chat nodes automatically maintain conversation history within a session. The message history is available as an input to LLM nodes for multi-turn conversations.

ParameterDescriptionDefault
buffer_memoryKeeps last N messages10
summary_memorySummarizes older messages to save context window-
vector_memoryRetrieves relevant past messages using similarity search-