Using Gemini CLI to automatically inspect server clusters: Python + SSH + Telegram push hands-on guide

Managing multiple VPS means one thing: you need to check their status every single day. Disk filling up, services crashing, memory spiking—catch these early or they become production incidents. This post covers a practical solution: Python script SSH’s into each server, collects metrics → Gemini CLI analyzes for anomalies → Telegram Bot sends a daily report. ...

2026-04-15 · 6 min · 1138 words · Panshi

OpenClaw Advanced: Multi-Agent Collaboration, Quantitative Workflow, Custom Skill

This is the follow-up to the OpenClaw Getting Started Guide, assuming you’ve already installed OpenClaw and gotten basic Telegram interactions working. This covers the advanced techniques you’ll want once you’re actually using it in production. Multi-Agent Task Division OpenClaw lets you configure multiple Agents in the same Telegram group, each handling a different domain. This is probably the most underrated feature. ...

2026-04-15 · 5 min · 1011 words · Panshi

Orchestrating quantitative trading with OpenClaw: from signal computation to Telegram notifications

You’ve bought a VPS and written quant strategy code, but how do you get it to “run automatically” and “tell you what’s happening at any moment”? That’s where most people get stuck. I solved this with OpenClaw. What is OpenClaw Simply put: a framework that lets AI assistants call various tools. Its core capabilities are: Provides CLI tools (openclaw message send) to send Telegram/Discord messages from any script Has a Skill system to equip AI with various capabilities (GitHub, Notion, weather, custom scripts) Supports cron scheduled tasks and remote triggering For quant trading, the most useful part is message push notifications. ...

2026-04-08 · 3 min · 604 words · Panshi

What is OpenClaw: An integrated platform of AI assistants + toolchain

OpenClaw Intro & Setup If you’ve used Claude Code, you can think of OpenClaw as its “async version”—Claude Code is great when you’re sitting at your computer working interactively, while OpenClaw is designed to let AI help you continuously in the background, even when you’re away from your desk. What OpenClaw Is Actually For One sentence: Give your AI assistant the ability to access and operate external tools, and interact with you through Telegram and other channels. ...

2026-04-07 · 4 min · 663 words · Panshi

OpenClaw Troubleshooting Guide: Pitfalls I've Encountered and How to Resolve Them

Using OpenClaw for automation—the real headache isn’t configuration, it’s when things mysteriously stop working mid-run. This post covers the failures I’ve hit and their fixes. Gateway Issues Gateway Service Won’t Start Symptoms: Telegram messages go unanswered, AI assistant doesn’t reply. Check: openclaw gateway status Common Causes & Solutions: Cause Solution Process crashed openclaw gateway restart Bot Token expired Get a fresh token from BotFather, update config Port conflict Use lsof -i :port to find what’s using it, kill it Windows won’t auto-start on boot Add to Task Scheduler for startup Windows Caveat: On Windows, Gateway doesn’t auto-start with the system. After each reboot, you need to manually launch it: ...

2026-04-06 · 4 min · 735 words · Panshi