# Product Release

### Opensource Native Memory for Hermes Agent (4k+ stars)

**⚡ TL;DR:**

- **Proven in Production**: Built on the Top memory system for OpenClaw ( **30K+ downloads** in week 1)

- **Long-running Precision: >92% retrieval accuracy** across long-running sessions, best proven in the market so far → [_Real-production benchmark on LongMemEval_](https://x.com/kevinnguyendn/status/2039007816741175697?s=20)

- **Fast: ~1.6s average retrieval.** Most queries never need an LLM round-trip.

- **Fully local by default**, with optional cloud-sync for teams.

Hermes Agent (built by Nous Research) stands out with its self-improving, stateful "mind-like" architecture. Instead of just orchestrating tools around a stateless LLM, it treats the agent as something that grows and compounds intelligence over time.

ByteRover is now live in Hermes Agent memory. By integrating ByteRover, you give Hermes a **native & persistent memory layer** that can recall exact memory based on your prompts even when the knowledge spreads for years:

- **Persistence even in long-running sessions:** Make Hermes fully long-term capable, maintaining **>92% retrieval accuracy** across long-running sessions because the architecture itself tells the agent what’s relevant before the model even starts thinking.

- **Highly accurate & Human-controllable Context:** ByteRover’s structured file-based system allows Hermes to retrieve exact historical logic, not just similar text. You can inspect, edit, and trust what your agent knows.

- **Token costs saving:** Hermes can focus its compute on reasoning while ByteRover handles the heavy lifting of context curation, saving 50-70% token costs on average.

### **Setup in Seconds**

**📃** [**Full Memory Setup Guide for Hermes**](https://docs.byterover.dev/autonomous-agents/hermes#hermes-integration?utm_source=X&utm_medium=social&utm_campaign=launch_hermes_connector)

⭐ Check the repo: [https://github.com/campfirein/byterover-cli](https://github.com/campfirein/byterover-cli%F0%9F%92%BB)

💻 Install the CLI: curl -fsSL [https://byterover.dev/install.sh](/content/install.sh) \| sh