Rename StudioTool to StudioTools without breaking your code

Add as many quick prompts as you need

Surface as many suggested prompts as your interface calls for. AgentOS drops the three-per-entity cap on quick_prompts, so you shape the list around your users instead of an arbitrary limit.

Authenticate every Google toolkit the same way

Google toolkits now share one auth base class, so authentication works consistently across all of them. You get a cleaner, more predictable foundation and integrations that are easier to maintain.

Get reliable structured output from LiteLLM providers

Turn on native structured outputs and JSON schema outputs for LiteLLM per provider with supports_native_structured_outputs or supports_json_schema_outputs.