
Streaming Tokens and Tools: Multi-Turn Agentic Harness Support in NVIDIA Dynamo
Quick Answer
NVIDIA's Dynamo introduces support for multi-turn agentic interactions, enabling structured exchanges where reasoning interleaves with tool calls.
Quick Take
NVIDIA's Dynamo introduces support for multi-turn agentic interactions, enabling structured exchanges where reasoning interleaves with tool calls. This enhances model context retention and inference capabilities, allowing for more expressive AI interactions.
Key Points
- Dynamo supports structured interactions with interleaved reasoning and tool calls.
- User turns return tool results, enhancing model context.
- Inference engine allows for selective reasoning retention and dropping.
- Improves expressiveness in AI interactions significantly.
Article Excerpt
From source RSS / original summaryAn agentic exchange must preserve a structured interaction: assistant turns interleave reasoning with one or more tool calls, and subsequent user turns return... An agentic exchange must preserve a structured interaction: assistant turns interleave reasoning with one or more tool calls, and subsequent user turns return the corresponding tool results to the model context. Reasoning replay is model- and turn-dependent: some reasoning should be retained, while some should be dropped.
The inference engine is responsible for supporting this more expressive… Source
Want this in your inbox every morning?
Daily brief at your local 8am — bilingual EN/中文, free.
More from NVIDIA Developer Blog
See more →
Deploy a Production-Ready NVIDIA AI-Q Blueprint on Oracle Cloud Infrastructure
The NVIDIA AI-Q Blueprint enables the deployment of advanced AI agents on Oracle Cloud Infrastructure, supporting long-horizon planning and collaboration. This open-source framework enhances AI capabilities by maintaining context across tasks and executing in a secure environment.

