Automation on Bruce on AI Engineering

OpenClaw Pitfalls: 15 Automation Mistakes and Fixes

Fri, 06 Mar 2026 09:00:00 +0800

You installed OpenClaw. You added Tavily search, proactive-agent, and a handful of community skills. Everything looked amazing for the first 48 hours.

Then things started breaking. Your agent hallucinated an entire research report because the search API key expired silently. Your monthly API bill hit $200 because Opus was handling heartbeat checks. A skill you installed from ClawHub had unrestricted shell access and started modifying files outside your workspace.

OpenClaw Setup Guide: Install and Configure Your AI Agent

Thu, 05 Mar 2026 09:00:00 +0800

Want a personal AI agent that runs 24/7 on your computer, responds through Telegram or WhatsApp, and actually executes tasks — not just chats? That is exactly what OpenClaw does. It is an open-source AI agent gateway that turns your machine into a command center for AI-powered automation.

This guide walks you through the complete OpenClaw setup process: from installation to connecting messaging platforms, configuring AI models, installing Skills, and locking down security. By the end, you will have a working personal AI agent you can message from anywhere.

Claude Code Hooks: Automate Your AI Workflow (2026)

Wed, 04 Mar 2026 09:00:00 +0800

Claude Code is probabilistic by nature. Ask it to format your code, and it might. Ask it to never touch .env files, and it usually respects that – until it doesn’t.

Claude Code hooks solve this. They are shell commands, HTTP endpoints, or LLM prompts that run automatically at specific points during Claude’s operation. Before a file edit happens, after a command runs, when a session starts, when Claude finishes a task. Hooks give you deterministic control over the parts of your workflow that cannot be left to chance.

Claude Code Skills: 20 I Use Daily + 3 That Saved Me 10 Hours/Week

Thu, 26 Feb 2026 14:00:00 +0800

Claude Code is one of the most powerful AI coding tools available. But out of the box, it’s generic. It doesn’t know your team’s code review checklist. It doesn’t know your API documentation format. It doesn’t know your commit message conventions.

Every time you explain the same workflow from scratch, you’re wasting tokens and time.

Claude Code Skills fix this. A Skill is a reusable set of instructions — packaged as a simple Markdown file — that teaches Claude exactly how to perform a specific task your way. Once created, Claude auto-detects when a Skill is relevant and applies it without you lifting a finger.

Claude Code Hooks: 12 Production Configs I Run Daily (with Failure Modes)

Thu, 26 Feb 2026 10:00:00 +0800

Claude Code is probabilistic. You give it the same prompt twice and get different results. That’s fine for creative work — but your engineering workflow needs deterministic guarantees.

You need files auto-formatted on every save. You need .env files locked down. You need rm -rf / blocked before it ever reaches your shell. You need these things to happen every single time, not just when the AI remembers.

Claude Code Hooks Guide: 12 Ready-to-Use Configs for Automation

Wed, 18 Feb 2026 11:00:00 +0800

If you use Claude Code daily, you have probably run into these problems:

Claude edits a file and the formatting is a mess – you have to manually run prettier every time
Claude accidentally modifies .env or package-lock.json, and you only notice when it is too late
Claude says “done!” but the tests were never run
You step away to grab coffee and have no idea whether Claude is waiting for your input

The root cause is simple: Claude is probabilistic, but your workflow needs deterministic guarantees.

OpenClaw Architecture Deep Dive: How Automation Actually Works

Sat, 14 Feb 2026 08:10:00 +0800

Many “AI assistants” can do things on demand, but when you try to run one as a 24/7, cross-device, auditable production system, the real questions surface quickly:

How can it receive messages from Telegram, WhatsApp, and web simultaneously?
How can a single instruction trigger a browser, write files, run commands, and even take a photo on your phone?
How can it proactively report back on a schedule without flooding your chat?

OpenClaw’s answer is not “a smarter model.” It is an engineering architecture built on a clear control plane (Gateway) + pluggable execution layer (Skills/Tools/Nodes) + persistent scheduling (Heartbeat/Cron).

OpenClaw Automation Pitfalls: Installing 3 Skills Is Not Enough

Sat, 14 Feb 2026 07:32:00 +0800

You have probably seen this recommendation floating around in every OpenClaw community:

clawdhub install tavily-search
clawdhub install find-skills
clawdhub install proactive-agent # formerly proactive-agent-1-2-4, renamed

Important update (2026-02): Many tutorials still reference clawhub install proactive-agent-1-2-4. Two things to watch out for:

CLI name: The correct tool is clawdhub (with a “d”), not clawhub. Install it via npm i -g clawdhub. It is the official CLI for ClawHub.

Skill rename: proactive-agent-1-2-4 no longer exists on ClawHub. The author halthelobster has renamed it to proactive-agent (currently v3.1.0). Running the old install command will return a “Skill not found” error. Use clawdhub install proactive-agent instead.

“Give your agent eyes, a toolbox, and initiative — experience takes off.”

ClawdBot Setup Guide: Build Your Personal AI Assistant in 30 Minutes

Sun, 25 Jan 2026 00:00:00 +0000

What If You Had a 24/7 AI Assistant?

Picture this scenario:

While you are still asleep, your AI assistant has already finished these tasks:

Sorted through the 50 emails that came in overnight, flagging only 3 that need your personal reply
Booked your flight for next week’s business trip and completed online check-in
Summarized updates from all the newsletters you follow into a single morning briefing

When you wake up and check your phone, your AI assistant sends you a message: “Good morning! You have an important meeting at 3 PM today. I have prepared the meeting materials for you.”

Claude Code Complete Guide: From Beginner to Power User

Wed, 14 Jan 2026 14:38:00 +0800

Have you ever wished for an AI assistant that could actually do things — not just give advice, but directly edit files, run commands, and handle repetitive tasks? Claude Code is exactly that. Built by Anthropic, it runs in your terminal as a fully agentic AI assistant that understands your needs and takes action.

It’s not just for programmers. While Claude Code excels at coding, it can also help product managers organize documentation, assist ops engineers with log analysis, help admin staff process data reports, and automate tedious repetitive work for anyone.