What should I do if Hermes Agent is running slow? First, distinguish between slow models, slow tools, or too long contexts

Hermes Agent is running slowly, so don't rush to change the machine yet. The real reasons usually fall into three categories: slow model response, slow tool execution, and too long context. When troubleshooting, first look at the provider, input/output tokens, tool time, and error retries in the logs, and then decide whether to change the model, reduce the context, or reduce the tool.

Position in this order

1. Look at model latency: If an API call takes tens of seconds, prioritize changing providers or models.
2. Look at the input length: If the input token is very high, check if there are too many files, historical sessions, or MCP resources.
3. Look at the toolchain: browsers, web scraping, remote SSH, Docker build is naturally slower than pure chat.
4. Look at retrying: 429, 402, timeout, and authentication failure will lengthen the total time.

How to make it faster

Don't default to the strongest model for simple tasks. Summary, compression, and classification can be handed over to cheap models or auxiliary models; Code modification, architecture judgment, and then switch back to the main model. Using /model to switch midway is more economical than starting with a high configuration throughout the process. For long data tasks, let Hermes Agent list plans first, read only necessary documents, and not read the entire repository in one go.

When is not Hermes' question

If OpenRouter, Nous Portal, or some self-built endpoint itself is slow to respond, Hermes Agent can only wait. You can switch providers, enable fallback, or switch secondary tasks to a faster model. If it's Docker build, test suite, and web page loading that are slow, optimize commands and networking, not just the model.

Practical judgment: pure Q&A is slow, mostly model/provider; Slow file reading, mostly context and tools; If there is no output for a long time, most of the time you need to look at the logs and background task notifications.

Official open source address: https://github.com/NousResearch/hermes-agent; Official document entrance: https://hermes-agent.nousresearch.com/.