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Automation & Engineering

Check execution, delivery and recovery. Verify outcomes with tests and evidence, including the conditions and limits.

New analysis and existing guides, ordered by date. Check each article’s versions and testing limits; inclusion here does not mean an older guide was retested.

Updated 2026-07-27

How to Fix Telegram 409 Conflict Error in OpenClaw (Step-by-Step)

Your OpenClaw bot won't start because of a Telegram 409 Conflict error? This guide shows exactly how to identify the duplicate getUpdates process and restore your bot in under 5 minutes.

2026-02-28

OpenClaw Silent Message Loss / Replay: 2026 Delivery Reliability Troubleshooting Guide

A practical, evidence-backed guide to diagnose silent message loss, replay behavior, and delivery observability gaps in OpenClaw, based on real issues from the last 7 days.

2026-02-23

OpenClaw systemd Service: Auto-Start, Crash Recovery & Health Monitoring (2026)

Set up OpenClaw as a bulletproof systemd service with auto-restart on crash, boot-time startup, health checks, and log rotation. Includes exact commands and config files you can copy-paste.

2026-02-17

OpenClaw ClawHub Security Guide: Identifying and Defending Against Malicious Skills

230+ malicious skills found on ClawHub involving credential theft and supply chain attacks. This guide breaks down the risks and provides actionable allowlist configs, audit methods, and upgrade steps.

Updated 2026-02-16

Deploy OpenClaw on a VPS: Complete Step-by-Step Guide (2026)

A practical, battle-tested guide to deploying OpenClaw on a VPS from scratch. Covers server setup, installation, Telegram integration, multi-model configuration, and production hardening.

2026-02-11

Agentic Engineering 101: From Vibe Coding to Systematic AI Collaboration

What is Agentic Engineering? How does it differ from Vibe Coding? This guide explains Karpathy's concept, core principles, workflows, and practical scenarios for developers ready to level up their AI-assisted development.

2026-02-11

Adopting Agentic Engineering in Your Team: A 4-Step Practical Guide

From tool selection to measuring outcomes, a detailed 4-step guide for teams adopting Agentic Engineering: unify tools & standards, redesign workflows, build a knowledge base, and measure & iterate. Includes pitfalls to avoid.

2026-02-10

Telegram AI Automation for Business: A High-Conversion Playbook

How businesses use Telegram + AI agents to speed up sales, support, and operations with clear conversion paths.