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📰 Dev.to · Lars Winstand

33 articles · Updated every 3 hours · View all reads

All Articles 101,318Blog Posts 115,486Tech Tutorials 25,636Research Papers 20,978News 15,891 ⚡ AI Lessons
I stopped trusting “same answers, fewer tokens” after watching an agent lose 1 field name and burn 3 hours
Dev.to · Lars Winstand 2w ago
I stopped trusting “same answers, fewer tokens” after watching an agent lose 1 field name and burn 3 hours
Context compression is useful, but I stopped trusting the “same answers, fewer tokens” pitch after watching an agent lose one field name and make the
I read the r/openclaw thread on the best $20 plan and realized everyone is solving the wrong problem
Dev.to · Lars Winstand 2w 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
If your agent touches health data, do the boring part first
Dev.to · Lars Winstand 2w 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
I looked into OpenAI OAuth for OpenClaw, and the scary part isn’t what most people think
Dev.to · Lars Winstand 2w 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
My fix for hallucinating case notes was weirdly boring: stop stuffing context and split the job in two
Dev.to · Lars Winstand 3w ago
My fix for hallucinating case notes was weirdly boring: stop stuffing context and split the job in two
A practical DEV post for engineers building note-to-action workflows: why giant prompts hallucinate, why a two-pass evidence-then-recommendation archi
I read the 51-comment OpenClaw thread asking for a killer use case and the answer was way more practical than I expected
Dev.to · Lars Winstand 3w 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
I read the 69-comment OpenClaw thread on cheap AI models so you don’t have to
Dev.to · Lars Winstand 3w 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
I thought the OpenClaw ADHD thread was a joke, then it taught me when agent delegation is worth 5x cost
Dev.to · Lars Winstand 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
Codex vs Claude stopped being the wrong question once I split my coding agent into a worker and an advisor
Dev.to · Lars Winstand 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
I read the r/openclaw Mac thread so you don’t waste $4k on the wrong LLM box
Dev.to · Lars Winstand 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
My fix for OpenAI API quota exceeded wasn’t a better dashboard, it was routing my agents away from the fire
Dev.to · Lars Winstand 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
I finally understood what OpenClaw is good at after reading this 27-upvote Reddit thread
Dev.to · Lars Winstand 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
r/openclaw had 40 comments about “better alternatives” and the mods are only half right
Dev.to · Lars Winstand 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
I keep seeing people build an AI lead processing agent when they really need a 6-step rules engine
Dev.to · Lars Winstand 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
I thought multi-agent orchestration meant agents should talk more — 2 Reddit threads convinced me the opposite is usually better
Dev.to · Lars Winstand 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
I think the real AI agent war is who owns your inbox, browser, and calendar
Dev.to · Lars Winstand 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,
I thought we needed another agent framework — turns out we needed a job_id and a boring config folder
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
I read the OpenClaw thread everyone shared — these 5 fixes cut agent costs to one-third and stopped the loops
Dev.to · Lars Winstand 1mo 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
I kept seeing the same OpenClaw mistake: one expensive model for every job
Dev.to · Lars Winstand 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
I thought my bot needed a better prompt, but TikTok’s 20 RPM limit and WhatsApp’s service window were the real problem
Dev.to · Lars Winstand 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