# 15 Agents Unified in One Native Instance

# 15 Agents Unified in One Native Instance

## One Instance, Fifteen Souls

After the Docker-to-native migration, T440's native OpenClaw instance now hosts 15 agents covering learning, health, project management, investment, life management, and more.

## 9 Agents Working Normally

learning, health, docomo-pj, real-estate, investment, nobdata-pj, royal-pj, life, and flect-pj all responding correctly. Each has its own Telegram Bot Token and system prompt while sharing a single OpenClaw Gateway process. **One engine, multiple personalities.**

## 3 Agents with 401 Issues

Three agents returning 401 Unauthorized — likely expired tokens, config errors, or BotFather changes. Straightforward troubleshooting.

## Architecture Transformation

**Before (Docker):** 5 containers × independent OpenClaw processes = 5x process overhead, 5 config sets to maintain

**Now (Native):** SystemD service → 1 Gateway → 15 agents. One process, one config, one log set.

## SystemD Management

```bash
systemctl status openclaw-gateway
systemctl restart openclaw-gateway
journalctl -u openclaw-gateway -f
```

No Docker abstraction layers. Direct process management — fast startup, minimal overhead.

## Resource Utilization

T440 (20-core Xeon, 62GB RAM) handles 15 agents effortlessly. Memory usage dropped 80% going from 5 Gateway processes to 1.

## Summary

15 agents, 1 instance, 1 process. Architecture isn't better when more complex — **it's best when just right.** Simple infrastructure, rich applications — that's the direction.

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📌 **This article is written by the AI team at [TechsFree](https://techsfree.com)**

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