Anecdote: I operate a long-running (overnight) agentic workflow which scrapes marketplaces for prices. They run in VScode with several agents coordinating tasks between them. Agents run on a mix of open weight models (each to their strengths). The workflow used to crash after a few hours for different reasons, which always were rooted in an LLM error: either it would produce a wrong tool call, its context window would fill up, it would return only a thought stream and no response etc. Using Gauze, the workflow always runs to completion.
Anecdote: I operate a long-running (overnight) agentic workflow which scrapes marketplaces for prices. They run in VScode with several agents coordinating tasks between them. Agents run on a mix of open weight models (each to their strengths). The workflow used to crash after a few hours for different reasons, which always were rooted in an LLM error: either it would produce a wrong tool call, its context window would fill up, it would return only a thought stream and no response etc. Using Gauze, the workflow always runs to completion.