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⚡ AI Lessons
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
r/openclaw apologized for moderating too hard and honestly that tells you everything
A moderator apology on r/openclaw turned into a useful lesson for anyone running AI agents: support communities die when posting gets too clean, and a
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
My n8n agent rewrote the same 7-task to-do list 4 times until I stopped asking for markdown
A practical DEV post for automation engineers: markdown task lists look readable, but they are a terrible contract for agent workflows. This piece sho
Dev.to · Lars Winstand
📋 Product Management
⚡ AI Lesson
1mo ago
I read the 21-comment OpenClaw UI thread and I think everyone is arguing about the wrong thing
That 21-comment OpenClaw UI thread is really about product identity. OpenClaw is turning into infrastructure, not just a chat dashboard. For teams run
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I read the r/openclaw thread on the best $20 plan and realized everyone is solving the wrong problem
A practical DEV.to rewrite of an r/openclaw discussion: the real problem with choosing a $20 AI plan for OpenClaw isn’t model quality, it’s throughput
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
If your agent touches health data, do the boring part first
If your agent touches health data, the trustworthy version is not an AI doctor. It’s a boring pipeline: parse Apple Watch sleep exports, validate rows
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I looked into OpenAI OAuth for OpenClaw, and the scary part isn’t what most people think
I dug into the OpenAI OAuth panic around OpenClaw and came away with a different conclusion: the immediate fear is usually aimed at the wrong layer. O
Dev.to · Lars Winstand
🛠️ AI Tools & Apps
⚡ AI Lesson
1mo ago
I read the 51-comment OpenClaw thread asking for a killer use case and the answer was way more practical than I expected
I read a 51-comment OpenClaw thread looking for a "killer use case" and the real answer was more practical: OpenClaw is strongest on recurring, messy
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I read the 69-comment OpenClaw thread on cheap AI models so you don’t have to
I dug through a 69-comment OpenClaw thread on cheap AI models. The consensus: DeepSeek v4 Flash is the strongest budget pick for agent workflows, but
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
🧠 Large Language Models
⚡ AI Lesson
1mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
⚡ AI Lesson
1mo 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
📋 Product Management
⚡ AI Lesson
1mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
1mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo 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
🧠 Large Language Models
⚡ AI Lesson
1mo 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
🛠️ AI Tools & Apps
⚡ AI Lesson
1mo 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
1mo 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
1mo 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
DeepCamp AI