@Teknium: Hermes Agent is now dramatically more efficient, especially for smaller/weaker/local models! With the help of @nvidia's…

X AI KOLs Following 08/02/26, 11:56 PM Tools

efficiency optimization ai-agent local-models nvidia nemo-relay token-efficiency

Summary

Hermes Agent has become dramatically more efficient, especially for smaller/weaker local models, thanks to Nvidia's Nemo Relay and optimizations like reducing turns, context load, and token waste across 250k conversations.

Hermes Agent is now dramatically more efficient, especially for smaller/weaker/local models! With the help of @nvidia's Nemo Relay and several other strategies Hermes was able to identify a ton of optimizations beyond just saving tool execution time or memory - but also turns needed to complete tasks, schema improvements to reduce context load, and token efficiency gains by tracing through wasted turns and tool errors across all 250,000 conversations I've had with my Hermes. All of the below are now in Hermes Agent, update to start saving now or wait until tomorrow for the full version update release.

Original Article

View Cached Full Text

Cached at: 08/03/26, 01:46 AM

Hermes Agent is now dramatically more efficient, especially for smaller/weaker/local models!

With the help of @nvidia’s Nemo Relay and several other strategies Hermes was able to identify a ton of optimizations beyond just saving tool execution time or memory - but also turns needed to complete tasks, schema improvements to reduce context load, and token efficiency gains by tracing through wasted turns and tool errors across all 250,000 conversations I’ve had with my Hermes.

All of the below are now in Hermes Agent, update to start saving now or wait until tomorrow for the full version update release.

Similar Articles

Hermes Unlocks Self-Improving AI Agents, Powered by NVIDIA RTX PCs and DGX Spark

NVIDIA Blog

Nous Research's Hermes Agent, a self-improving open-source AI agent framework optimized for local use, has become the most used agent on OpenRouter and is now powered by NVIDIA RTX PCs and DGX Spark for accelerated performance.

@PrajwalTomar_: Hermes Agent just shipped the most interesting feature I've seen in a while. It combines multiple AI models into one an…

X AI KOLs Following

Hermes Agent ships 'Mixture of Agents', a feature that runs multiple frontier AI models in parallel and aggregates their outputs, reportedly outperforming individual models like Opus 4.8 and GPT 5.5 on internal benchmarks.

@Teknium: Interesting insights, especially this: Hermes starts off as any other agent does, inefficient and often not sure how to…

X AI KOLs Following

Teknium observes that the Hermes agent initially behaves inefficiently but gains large efficiency boosts after solving a task once, likening it to "linearized RL."

NousResearch/hermes-agent

GitHub Trending (daily)

Hermes Agent is an open-source, self-improving AI agent framework by Nous Research featuring a closed learning loop, cross-platform deployment, and compatibility with hundreds of LLMs. It provides a terminal interface, persistent memory, automated scheduling, and research-ready tooling for scaling AI workflows.

@GitTrend0x: Hermes evolution, ecosystem booming again 42-evey/hermes-plugins (https://github.com/42-evey/hermes-plugins…) Goal management + multi-Agent bridging + intelligent model routing + cost control +…

X AI KOLs Timeline

Tweet highlighting multiple new Hermes agent plugins that add autonomous operation, skill creation, multi-agent orchestration, Nextcloud integration, and long-horizon task planning, turning Hermes into a 24/7 autonomous teammate.