📰 Dev.to · Lars Winstand
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⚡ AI Lessons
Dev.to · Lars Winstand
1w ago
I thought the OpenClaw ADHD thread was a joke, then it taught me when agent delegation is worth 5x cost
A practical DEV.to rewrite on what an OpenClaw Reddit thread got right about agent design: branching helps planning, but deterministic tools should ha
Dev.to · Lars Winstand
1w ago
Codex vs Claude stopped being the wrong question once I split my coding agent into a worker and an advisor
A practical DEV.to-style take on why `codex vs claude` is the wrong framing for coding agents. The better pattern is a cheap worker model for repo edi
Dev.to · Lars Winstand
1w ago
I read the r/openclaw Mac thread so you don’t waste $4k on the wrong LLM box
A practical DEV.to rewrite of the r/openclaw Mac discussion: Macs are fine for local LLMs, but for OpenClaw agent workloads the real bottleneck is usu
Dev.to · Lars Winstand
1w ago
My fix for OpenAI API quota exceeded wasn’t a better dashboard, it was routing my agents away from the fire
A practical DEV.to-style post for engineers running n8n, Zapier, Make, OpenClaw, or custom agents: why OpenAI 429/quota errors are usually an architec
Dev.to · Lars Winstand
1w ago
I finally understood what OpenClaw is good at after reading this 27-upvote Reddit thread
A practical DEV.to rewrite of a Reddit-driven insight: OpenClaw works best as an execution layer, not your main build environment. Build and debug wit
Dev.to · Lars Winstand
2w ago
r/openclaw had 40 comments about “better alternatives” and the mods are only half right
A Reddit thread about banned OpenClaw alternatives turns into a better question for developers: when users ask for alternatives, are they really unhap
Dev.to · Lars Winstand
2w ago
I keep seeing people build an AI lead processing agent when they really need a 6-step rules engine
Most AI lead processing flows in underwriting should be deterministic first. Use Claude, GPT-5, Grok, or Qwen for messy extraction, then hand off to e
Dev.to · Lars Winstand
2w ago
I thought multi-agent orchestration meant agents should talk more — 2 Reddit threads convinced me the opposite is usually better
I used to think better multi-agent orchestration meant more real-time agent chat. After reading a couple of OpenClaw Reddit threads, I think the oppos
Dev.to · Lars Winstand
2w ago
I think the real AI agent war is who owns your inbox, browser, and calendar
A practical DEV post arguing that the real AI agent battle is not model leaderboards but control over workflow surfaces like inbox, browser, calendar,
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
I thought we needed another agent framework — turns out we needed a job_id and a boring config folder
Most agent teams don’t actually have a framework problem. They have an operations problem. This post breaks down why long-running agents fail on routi
Dev.to · Lars Winstand
2w ago
I read the OpenClaw thread everyone shared — these 5 fixes cut agent costs to one-third and stopped the loops
A practical DEV.to rewrite of a popular OpenClaw discussion: 5 concrete fixes for long-running agents that cut spend to one-third and stop loops. Cove
Dev.to · Lars Winstand
2w ago
I kept seeing the same OpenClaw mistake: one expensive model for every job
OpenClaw users keep making the same costly mistake: using one premium model for every task. This post breaks down why heartbeat checks, cron jobs, tag
Dev.to · Lars Winstand
2w ago
I thought my bot needed a better prompt, but TikTok’s 20 RPM limit and WhatsApp’s service window were the real problem
If your social reply bot keeps breaking across Instagram, WhatsApp, Facebook, and TikTok, the problem is probably not GPT-5 or Claude. It’s orchestrat
Dev.to · Lars Winstand
3w ago
I read the 32-comment OpenClaw fight about GPT 5.5 and I think people are blaming the wrong thing
A 32-comment OpenClaw thread about GPT 5.5 looked like a model debate, but the real issue was agent behavior defaults, prompt architecture, wrappers,
Dev.to · Lars Winstand
3w ago
I priced out self-hosted AI agents on a mini PC and realized I was about to spend my weekend, not save money
I looked into running OpenClaw and other AI agents on an old laptop or mini PC to save money. The hardware works, but the real cost shows up in mainte
Dev.to · Lars Winstand
3w ago
I kept chasing the cheapest model and realized I actually wanted boring OpenAI API pricing
A practical DEV.to-style breakdown of why the cheapest AI model often loses in real automation work. The real issue is not token price, but operationa
Dev.to · Lars Winstand
🛠️ AI Tools & Apps
⚡ AI Lesson
3w ago
I read the 49-comment OpenClaw meltdown and the real problem isn’t just OpenClaw
A Reddit thread about quitting OpenClaw after 3.5 months, 1,300 hours, 5B tokens, and $700 exposed two separate issues: runtime fragility and the econ
Dev.to · Lars Winstand
🧠 Large Language Models
⚡ AI Lesson
3w ago
I thought LLM tool calling would kill glue code and then my lights still wouldn’t turn on
MCP and LLM tool calling fixed a real interoperability problem, but they didn’t kill glue code. In practice, teams still get stuck on auth, proxies, f
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
I thought Claude Code vs Codex was about model IQ until I watched one prompt eat 53% of a session
Claude Code vs Codex is not really a model IQ debate. For real agent workflows, the bigger issue is whether your setup can survive long autonomous loo
Dev.to · Lars Winstand
3w ago
I read the 107-comment OpenClaw garlic thread and yeah, the real bug wasn’t garlic
A viral OpenClaw grocery fail wasn’t really about garlic. It was a textbook example of the real problem with autonomous agents: semantic mismatches in
Dev.to · Lars Winstand
3w ago
My OpenClaw agent looked idle overnight and still burned through tokens
A small r/openclaw thread nailed a common failure mode: OpenClaw agents often burn tokens overnight because heartbeats keep resending full conversatio
Dev.to · Lars Winstand
3w ago
Why does nobody talk about how expensive idle OpenClaw agents are?
Idle OpenClaw agents are often not idle at all. The real cost leak is usually heartbeat loops, repeated bootstrap prompt injection, and expensive mode
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