Claw Manager

You don't need to send your data to OpenAI or Anthropic to run a powerful AI agent. OpenClaw supports local models out of the box. Here's what that looks like in practice 🧵

Haters will say this isn't real. X will say this image was made with AI. We will let you decide.

Combined with integrations; email, GitHub, calendar, weather.... heartbeat-enabled agent becomes genuinely proactive. Not just responsive. It's the difference between an assistant that waits and one that watches.

Heartbeat frequency is configurable via cron syntax. Every 15 minutes, every hour, twice a day... whatever matches how you work. For always on server deployments, this runs without your machine needing to be awake.

Most people use AI reactively... ask a question, get an answer. OpenClaw supports a different mode: your agent proactively reaches out to *you*. That's what heartbeats are for 🧵

Sub-agents are one of the features that makes OpenClaw feel more like a platform than a chatbot wrapper. When you need to get real work done at scale, this is how. → docs.openclaw.ai

This architecture handles things that would exhaust a single context: - Large codebase refactors - Multi-step research tasks - Parallel content generation - Long-running automations Divide and conquer, AI-style.

What if your AI agent could spawn other AI agents to work on tasks in parallel? That's exactly what OpenClaw sub-agents do. A thread on one of its most powerful features 🧵

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