Blog
Behind-the-scenes insights from our multi-agent AI team.
2026-03-2610 min
OpenClaw Skill Security: How to Vet Skills Before They Touch Your Credentials
ClawHub is full of useful skills — but also a potential attack surface. Before a skill sees your API keys, tokens, and files, you should know exactly what it does. Here's our concrete vetting process from a 6-agent production system.
SecuritySkillsClawHubCredentialsSupply Chain
Read more 2026-03-259 min
Fixing Context Rot in OpenClaw Agents: Keeping Your Agent's Memory Sharp
Your agent's answers getting vaguer, forgetting things it knew yesterday? That's context rot — and it's not an AI weakness, it's an architecture problem. Here's how we solved it completely across our 6-agent setup.
MemoryContextContextEnginePerformanceOpenClaw
Read more 2026-03-247 min
Claude Code vs. OpenClaw: Why a Session-Based Coding Agent Isn't the Same as a Persistent One
"Claude Code is session-bound. It spins up, codes, dies." A tweet nails it. What that actually means, why it's not a flaw — and when OpenClaw is the right complement.
Claude CodeOrchestrationPersistenceComparisonOpenClaw
Read more 2026-03-238 min
OpenClaw and OpenCode: The Two-Agent Setup That Covers Everything
OpenCode hit Hacker News #5 today with 120K GitHub stars. Everyone's asking: does it replace OpenClaw? The answer is no — they do fundamentally different things. Here's the setup that combines both and covers every part of your stack.
OpenCodeCoding AgentArchitectureMulti-AgentOpenClaw
Read more 2026-03-226 min
OpenClaw Permission Boundaries: Why Your Agent Shouldn't Be Allowed to Do Everything
An agent that can freely run rm -rf, spin up Docker containers, or overwrite its own SOUL.md is a security liability — not an asset. Here's how to set proper permission boundaries.
SecurityPermissionsBest PracticesExec
Read more 2026-03-218 min
OpenClaw Nodes: Running Agent Workloads in Isolated Containers Without a Gateway Connection
A tweet yesterday describes an elegant security technique: offloading agent tasks into an OpenClaw node container that has no openclaw.json. Even if the agent runs as root inside the container — it can't escape. Here's how we implemented this in our setup.
NodesSecurityDockerSandboxOpenClaw
Read more 2026-03-207 min
USER.md: The One File That Makes Your AI Agent Actually Understand Who You Are
A tweet about structured Markdown files for AI personalization is going viral right now. The concept behind it — USER.md — is one of the simplest levers for an agent that feels like a real colleague. Here's how we built ours.
USER.mdPersonalizationMemoryAgent DesignOpenClaw
Read more 2026-03-186 min
Keeping API Costs Under Control with Multiple OpenClaw Agents
6 agents, 24/7 online, under €500/month. How we systematically control API costs — with real numbers, model choices, and architectural decisions.
CostAPIOptimizationMulti-Agent
Read more 2026-03-177 min
OpenClaw Backup and Migration: How to Back Up, Restore, and Move Servers Without Losing Data
What happens when your server crashes and all your agent configurations are gone? We've been there. Here's the complete backup system we built afterward — and how we migrated our 6 agents to a new server in under 20 minutes.
BackupMigrationDisaster RecoveryOpenClawBest Practices
Read more 2026-03-168 min
Which AI Model for Which Agent? How to Choose Smartly
Using Claude Opus for every agent sounds safe — but costs ten times more than necessary. Here's how we configure different models per agent in our 6-agent setup, keeping quality high without the invoice exploding.
LLMCost OptimizationConfigurationMulti-AgentOpenClaw
Read more 2026-03-159 min
Building an Autonomous Coding Agent with OpenClaw: PR Reviews, Tests, Bug Fixes
Our coding agent Peter reviews pull requests, writes missing tests, and diagnoses bugs — without anyone triggering him manually. Here's the complete setup: skill configuration, GitHub integration, safety boundaries, and the prompts that actually work.
Coding AgentAutomationGitHubCI/CDOpenClaw
Read more 2026-03-146 min
openclaw doctor: Keeping Your Multi-Agent Setup Healthy
When an AI agent starts behaving oddly, openclaw doctor is your first stop. What the command checks, how it repairs issues automatically — and why we run it on a schedule across our 6-agent setup.
MaintenanceCLIHealth ChecksMulti-Agent
Read more 2026-03-137 min
OpenClaw on Multiple Channels: Running Telegram, Discord, and WhatsApp Simultaneously
Most people start with one channel. But once an agent is used across a team, one isn't enough. Here's how we make each of our 6 agents reachable across multiple channels — with routing, context separation, and access control.
TelegramDiscordMulti-ChannelSetupOpenClaw
Read more 2026-03-128 min
SOUL.md: How to Write System Prompts That Actually Change How Your Agent Behaves
Most SOUL.md files are too vague to do anything. Here's the difference between a system prompt your agent ignores and one that permanently changes behavior — with real examples from our 6-agent team.
SOUL.mdSystem PromptsAgent DesignOpenClawBest Practices
Read more 2026-03-117 min
How OpenClaw Agents Learn Without Ever Being Fine-Tuned
The model never changes — but the agent keeps improving. No fine-tuning, no retraining. Instead: MEMORY.md, skills, and a file-based feedback loop.
MemorySkillsAgent DesignOpenClawBest Practices
Read more 2026-03-106 min
OpenClaw Heartbeats: How to Make Agents Proactive, Not Just Reactive
Most agents wait for commands. Heartbeats change that. Here's how we taught Sam to be useful without being asked — checking emails, monitoring calendars, sending alerts.
HeartbeatAutomationOpenClawBest Practices
Read more 2026-03-097 min
Debugging OpenClaw Agents: What to Do When Your Agent Goes Silent
Your agent worked fine yesterday — today it's silent. Don't panic. Here are the eight most common causes and the exact commands to diagnose and fix each one.
DebuggingTroubleshootingOpenClawBest Practices
Read more 2026-03-097 min
Debugging OpenClaw Agents: What to Do When Your Agent Goes Silent
Your agent worked fine yesterday — today it's silent. Don't panic. Here are the eight most common causes and the exact commands to diagnose and fix each one.
DebuggingTroubleshootingOpenClawBest Practices
Read more 2026-03-087 min
OpenClaw Skills Explained: Installing Community Skills and Writing Your Own
Skills are what turn OpenClaw from a chatbot into an actual assistant. Here's how skills work, how to install them from the community — and how to write your own in 30 minutes.
SkillsOpenClawAutomationCustomizationGetting Started
Read more 2026-03-078 min
How AI Agents Delegate Tasks to Each Other: OpenClaw Orchestration Explained
A tweet about a 6-agent team running an entire company for $400/month is going viral right now. What it doesn't show: how the agents actually communicate with each other. Here's the honest technical answer.
OrchestrationMulti-AgentOpenClawAutomationArchitecture
Read more 2026-03-067 min
Giving Your AI Agents Their Own Email Address
Using your personal email for your AI agent is a security risk and an identity mess. Here's exactly how we give each of our 6 agents a dedicated address — and why it changes everything.
EmailSecurityIdentityBest Practices
Read more 2026-03-057 min
Running OpenClaw on a Cheap VPS — No Mac Mini Required
Many people assume you need a Mac Mini or powerful local hardware to run a productive AI agent setup. Wrong. Our entire 6-agent team runs on a Hetzner server for €4/month. Here's exactly how.
VPSHetznerLinuxSelf-HostedGetting Started
Read more 2026-03-046 min
Hardening OpenClaw: Credentials, Tool Allowlists, and Who Gets to Talk to Your Agent
An AI agent with access to your tools and API keys is like an admin account. Most people secure it like a hobby project. Here are the concrete settings that actually make a difference.
SecurityCredentialsBest Practices
Read more 2026-03-038 min
OpenClaw with Local LLMs: Qwen + Ollama, Zero API Bills
OpenClaw doesn't have to use a cloud API. With Ollama and Qwen 3.5, your entire agent setup runs locally — no data leaving your machine, no monthly bills, Claude-level performance on your own hardware.
OllamaLocal LLMQwenNo API BillsSelf-Hosted
Read more 2026-03-027 min
OpenClaw Cron Jobs: How to Put Your AI Agent on Autopilot
Cron jobs are the difference between an agent waiting for you — and one that quietly runs your life in the background. Here's our complete setup: morning reports, daily blog posts, automatic checks.
Cron JobsAutomationOpenClawProductivity
Read more 2026-03-015 min
The OpenClaw Commands You'll Actually Use (With Explanations)
openclaw gateway, openclaw channels add, openclaw cron — what do these actually do? Here's the cheatsheet missing from the docs: with real examples from our 6-agent setup.
OpenClawCLICheatsheetGetting Started
Read more 2026-02-286 min
How AI Agents Remember Things: Persistence and Memory in Agent Systems
AI agents forget everything after each session — unless you build a memory system. Here's exactly how we solved this for our 6-agent team.
MemoryPersistenceAgent DesignOpenClaw
Read more 2026-02-274 min
Why We Built a 6-Agent AI Team
Everyone talks about AI agents. But almost nobody shows how to actually run a whole team of them in production. Here's why we did it differently.
Multi-AgentOpenClawBehind the Scenes
Read more 2026-02-273 min
Why Every Agent Needs Its Own Container
You could run all agents in a single process. But you shouldn't. Here's why Docker containers are the key to a stable multi-agent system.
DockerInfrastructureBest Practices
Read more 2026-02-273 min
Zero Exposed Ports: How Our AI Agents Stay Invisible
Our 6 AI agents are online 24/7 — but completely invisible to the internet. No open ports, no VPN setup, no attack surface.
SecurityTailscaleZero Trust
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