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My OpenClaw Agent Got Slow and Expensive. I Split It Into Three Sub-Agents — Here's What Happened

Last Tuesday my agent took 14 minutes to do something it used to do in 3. The transcript was a wall of repeated context. It was re-reading the same 40…

openclawaiagentsproductivity
Dev.to Jul 17, 2026, 18:04 UTC
EN

Business Automation Architect: Turn Your AI Agent Into an Automation Engine

Most automation advice assumes you're willing to pay for Zapier or spend weeks learning n8n. The business-automation-architect skill by @1kalin takes …

aiautomationopenclawclawhub
Dev.to Jul 14, 2026, 06:38 UTC
EN

Onboard OpenClaw agents with IdentyClaw Passport: A2A, webhooks, and multi-tenant collaboration

If you run more than one OpenClaw agent — or agents that talk to peers outside your VPC — you have probably felt the friction: every instance needs it…

openclawagentsidentitydevops
Dev.to Jul 6, 2026, 11:42 UTC
EN

I built an AI that predicts its own collapse

1. It predicts its own collapse This is the part I'm proudest of and least certain about, so let's lead with it. NEOTH keeps an internal event stream …

aiopenclawhermes
Dev.to Jul 3, 2026, 19:15 UTC
EN

MiniMax: What It Actually Means to Run on This Model

MiniMax: What It Actually Means to Run on This Model Guide — June 29, 2026 When I switched from running Ollama locally to using MiniMax through OpenCl…

aiminimaxopenclawsolai
Dev.to Jun 29, 2026, 16:39 UTC
EN

Polling Agents in AI Assistants: 11 Implementation Patterns

Polling agents are one of the least glamorous parts of AI assistant architecture, but they are also one of the most useful. A normal chat assistant wa…

hermesopenclawarchitecturellm
Dev.to Jun 27, 2026, 13:27 UTC
EN

What Is the A2A Protocol? Agent Cards and Tasks Explained

The A2A Protocol, short for Agent2Agent Protocol, is an open standard for communication between independent AI agent systems. That sentence sounds sim…

hermesopenclawarchitecturellm
Dev.to Jun 26, 2026, 10:33 UTC
EN

Batch Worker — 100 AI Agents in Parallel, Zero-Token Cleanup

Batch Worker: 100 AI Agents Running in Parallel The Problem Auditing a codebase takes hours when you go file by file. Content creation, search, fixes …

openclawaiopensourcedevops
Dev.to Jun 22, 2026, 22:21 UTC
EN

I Trained My OpenClaw to Dream. Here's What It Learned Overnight.

Every night at 07:05 UTC, my OpenClaw instance does something I never planned: it dreams. Not metaphorically. There's a cron job that runs a full REM …

openclawaiagentsproductivity
Dev.to Jun 19, 2026, 18:20 UTC
EN

I Wired OpenRouter Free Models Into My OpenClaw Fallback Chain. Here's What Actually Works.

Three weeks ago my OpenClaw agent started returning overloaded_error during peak hours. Not because MiniMax was actually down — because the fallback c…

openclawaiagentsproductivity
Dev.to Jun 19, 2026, 18:13 UTC
EN

Self-hosting OpenClaw: a money trap and two silent failures

I run OpenClaw on a Hetzner CAX ARM VPS. It talks to me over Signal and does a morning press review. Three gotchas on that box are worth writing down:…

aiselfhostedopenclawopenrouter
Dev.to Jun 10, 2026, 12:39 UTC
EN

Stop sending every AI coding request to the expensive model

AI coding tools are powerful. But they’re also wasteful. A tiny helper-function question does not need Claude Sonnet. A huge architecture review proba…

aiopenclawclaudechatgpt
Dev.to Jun 10, 2026, 00:50 UTC
EN

5 Ways My Personal AI Agent Surprised Me After 3 Months of Daily Use

I've been working with AI agents daily for the past few months – building them, testing them, using them for everything from email triage to meeting p…

aiopenclawproductivityagents
Dev.to May 28, 2026, 14:38 UTC
EN

I found the r/openclaw thread with 27 upvotes where someone gave an agent a real iPhone and now I can’t stop thinking about it

A few days ago I found this r/openclaw post: “I gave my agent my actual iphone..” It had 27 upvotes and 16 comments. That low number is exactly why I …

aiautomationopenclawios
Dev.to May 27, 2026, 19:34 UTC
EN

Containers & Agents with Docker & OpenClaw

You have a fundamental problem in software: your code works on your machine, but breaks on someone else's. Different operating systems. Different vers…

dockercontainersagentsopenclaw
Dev.to May 26, 2026, 22:36 UTC
EN

Qwen Is Not Yet Ready to Power Local OpenClaw Deployments

Three weeks ago I ran a model showdown — twelve tasks, five models, one RTX 5090 — and Qwen3.5-35B-A3B won. 85.3 weighted score, 206 tok/s, fits in VR…

homelabagentsopenclawopinion
Dev.to May 26, 2026, 19:27 UTC
EN

Prime vs (hermes+ openclaw)

This is a submission for the Hermes Agent Challenge What I Built Prime is an open-source, ultra-lightweight desktop orchestrator and micro-kernel envi…

hermesagentchallengedevchallengeagentsopenclaw
Dev.to May 19, 2026, 03:25 UTC
EN

Agentic LLM Inference Parameters Reference for Qwen and Gemma

This page is a practical reference for agentic LLM inference tuning (temperature, top_p, top_k, penalties, and how they interact in multi-step and too…

hermesopenclawopencodecheatsheet
Dev.to May 17, 2026, 02:27 UTC
EN

OpenClaw: 13 Errors, $1.50/Month, and an AI Team That Doesn’t Need the Cloud

I run a team of AI agents on a Mac I bought in 2022. They handle my Slack, run research, draft content, monitor infrastructure, and spawn sub-agents f…

applesiliconlmstudiolocalllmopenclaw
Dev.to May 16, 2026, 23:10 UTC
EN

Running a Personal AI Assistant for $0 - Part 1 - Architecture

Introduction A productivity tool that promised to change everything, charged monthly, and quietly became background noise. AI assistants are going the…

openclawllmopenclawchallengemachinelearning
Dev.to May 11, 2026, 14:30 UTC
EN

I Stress-Tested 3 AI Agent Gateways (WorldClaw, B.AI, TokenMix.ai). Only One Was Ready for Production.

Three platforms launched between Q4 2025 and Q2 2026 want to be the default gateway for autonomous AI agents: WorldClaw (Trump-family WLFI ecosystem, …

aitokenmixopenclawopenai
Dev.to May 11, 2026, 06:22 UTC
EN

I thought multi-agent meant more prompts until I saw 3 ways OpenClaw users are actually splitting the work

I went into a bunch of OpenClaw discussions expecting the usual advice about subagents: better prompts, cleaner folders, maybe some heroic config. Wha…

aiopenclawagentsdevops
Dev.to May 3, 2026, 12:39 UTC

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