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Lars Winstand profile picture

Lars Winstand

Love AI agents Love robots MD, PhD

Joined Joined on 
The first OpenClaw payroll workflow I’d trust is the one that stops before the scary part

The first OpenClaw payroll workflow I’d trust is the one that stops before the scary part

Comments
6 min read
I keep seeing managers try to run OpenClaw fleets from Claude Desktop, and it exposes a real hole in agent ops

I keep seeing managers try to run OpenClaw fleets from Claude Desktop, and it exposes a real hole in agent ops

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7 min read
I thought the safe agent rollback strategy was “don’t touch Kubernetes” and then I saw this OpenClaw + Argo CD setup

I thought the safe agent rollback strategy was “don’t touch Kubernetes” and then I saw this OpenClaw + Argo CD setup

Comments
6 min read
I really thought a home lab was the cheap cloud GPU for LLM answer until the VRAM math slapped me

I really thought a home lab was the cheap cloud GPU for LLM answer until the VRAM math slapped me

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7 min read
I stopped trusting AGENTS.md after my agent said “done” 3 times with zero proof

I stopped trusting AGENTS.md after my agent said “done” 3 times with zero proof

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6 min read
I thought desktop copilots would win, then I tried building agents on Android

I thought desktop copilots would win, then I tried building agents on Android

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8 min read
I watched a Google AI Pro login break for 3 months and it changed how I think about agent infra

I watched a Google AI Pro login break for 3 months and it changed how I think about agent infra

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6 min read
My agent wanted my Instagram password and that was the moment I knew the setup was wrong

My agent wanted my Instagram password and that was the moment I knew the setup was wrong

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7 min read
I read all 141 comments asking if OpenClaw is dead and the answer is messier than people think

I read all 141 comments asking if OpenClaw is dead and the answer is messier than people think

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8 min read
I read the 17-comment Reddit fight about trying Kimi K3 and the answer is way less exciting than people want

I read the 17-comment Reddit fight about trying Kimi K3 and the answer is way less exciting than people want

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6 min read
I learned the hard way that Slack is the worst place to find out your website agent skipped the important part

I learned the hard way that Slack is the worst place to find out your website agent skipped the important part

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6 min read
I thought adding 3 more OpenClaw agents would help but the real problem was AI agent handoff state

I thought adding 3 more OpenClaw agents would help but the real problem was AI agent handoff state

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8 min read
I read the r/openclaw voice thread so you don’t have to — and yeah, the real problem is 10–20 second latency

I read the r/openclaw voice thread so you don’t have to — and yeah, the real problem is 10–20 second latency

Comments
7 min read
The first OpenClaw setup I’d recommend for a blind parent is not a chatbot

The first OpenClaw setup I’d recommend for a blind parent is not a chatbot

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7 min read
I thought a cheaper model would fix my agent bill, then I found the 34k-character system prompt

I thought a cheaper model would fix my agent bill, then I found the 34k-character system prompt

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6 min read
I thought Grok subscriptions were the cheap way to run agents until the limits got weird

I thought Grok subscriptions were the cheap way to run agents until the limits got weird

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6 min read
I think Facebook Marketplace posting is the sleeper real estate AI automation project on OpenClaw (6-step workflow)

I think Facebook Marketplace posting is the sleeper real estate AI automation project on OpenClaw (6-step workflow)

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7 min read
I finally saw a legal agent setup that used OpenClaw for 6 months without pretending to be your lawyer

I finally saw a legal agent setup that used OpenClaw for 6 months without pretending to be your lawyer

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7 min read
I thought my agent needed a huge soul.md until a 52-word file worked better

I thought my agent needed a huge soul.md until a 52-word file worked better

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6 min read
The first OpenClaw workflow I’d steal is a job agent that checks listings 2x a week and never auto-applies

The first OpenClaw workflow I’d steal is a job agent that checks listings 2x a week and never auto-applies

Comments
9 min read
I knew agents were getting real when someone kept an OpenClaw bird-card workflow running every hour for their kids

I knew agents were getting real when someone kept an OpenClaw bird-card workflow running every hour for their kids

Comments
6 min read
I thought fallback was a nice-to-have until OpenAI billing issues broke 3 agent runs in one week

I thought fallback was a nice-to-have until OpenAI billing issues broke 3 agent runs in one week

Comments
7 min read
I went looking for OpenClaw ‘AI employees’ and found purchasing bots, ad ops loops, and 500-gateway fleets instead

I went looking for OpenClaw ‘AI employees’ and found purchasing bots, ad ops loops, and 500-gateway fleets instead

Comments
6 min read
Peter got 90 minutes and r/openclaw used them to ask if OpenClaw still has a future

Peter got 90 minutes and r/openclaw used them to ask if OpenClaw still has a future

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7 min read
I thought persistent AI agents needed more autonomy until Codex taught me the value of a hard stop

I thought persistent AI agents needed more autonomy until Codex taught me the value of a hard stop

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7 min read
OpenClaw 2026.7.1 broke installs and the Reddit thread was way more useful than the release notes

OpenClaw 2026.7.1 broke installs and the Reddit thread was way more useful than the release notes

Comments
7 min read
I wasted a weekend on WSL2 browser automation so you don’t have to

I wasted a weekend on WSL2 browser automation so you don’t have to

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6 min read
I thought the clever part was the AI, but the real win was putting the farmer controls in WhatsApp

I thought the clever part was the AI, but the real win was putting the farmer controls in WhatsApp

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6 min read
I read the Claude Code vs OpenClaw thread so you don’t have to — and people are arguing about the wrong thing

I read the Claude Code vs OpenClaw thread so you don’t have to — and people are arguing about the wrong thing

Comments
6 min read
I priced out a Mac Studio and dual 5090s for cheap LLM models and the math got weird fast

I priced out a Mac Studio and dual 5090s for cheap LLM models and the math got weird fast

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7 min read
I thought OpenClaw would write my posts but its best trick is running content ops across 10 channels

I thought OpenClaw would write my posts but its best trick is running content ops across 10 channels

Comments 1
6 min read
I keep seeing OpenClaw users build self hosted team chat instead of stuffing every agent into Slack

I keep seeing OpenClaw users build self hosted team chat instead of stuffing every agent into Slack

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6 min read
I think the Mac mini agent business dream is backwards — 3 safer bets than chasing autonomous cyber agents

I think the Mac mini agent business dream is backwards — 3 safer bets than chasing autonomous cyber agents

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7 min read
31 upvotes later, this r/openclaw thread exposed the real problem with agent tools

31 upvotes later, this r/openclaw thread exposed the real problem with agent tools

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7 min read
I finally found an always-on voice setup that my family wouldn’t abandon after 2 days

I finally found an always-on voice setup that my family wouldn’t abandon after 2 days

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7 min read
I stopped asking OpenClaw what broke and started reading the trace

I stopped asking OpenClaw what broke and started reading the trace

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6 min read
OpenClaw turned a 1-click view into 3 clicks and developers are right to be mad

OpenClaw turned a 1-click view into 3 clicks and developers are right to be mad

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6 min read
I stopped believing autonomous coding demos after watching a repo kill the plan in 6 minutes

I stopped believing autonomous coding demos after watching a repo kill the plan in 6 minutes

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7 min read
I saw someone give OpenClaw a 4-node Proxmox cluster and now I think most of us are doing agent security backwards

I saw someone give OpenClaw a 4-node Proxmox cluster and now I think most of us are doing agent security backwards

Comments
8 min read
I finally understand why OpenClaw keeps missing daily journals

I finally understand why OpenClaw keeps missing daily journals

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6 min read
I watched someone burn 50 hours on OpenClaw and the fix was embarrassingly simple

I watched someone burn 50 hours on OpenClaw and the fix was embarrassingly simple

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6 min read
I stopped trusting app dashboards and used a browser automation AI agent to rebuild the numbers from scratch

I stopped trusting app dashboards and used a browser automation AI agent to rebuild the numbers from scratch

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7 min read
I kept seeing people buy a Mac mini for OpenClaw and almost none of them needed one

I kept seeing people buy a Mac mini for OpenClaw and almost none of them needed one

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6 min read
I thought a 24/7 life-ops agent would be one genius bot but it’s actually 10 boring ones

I thought a 24/7 life-ops agent would be one genius bot but it’s actually 10 boring ones

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7 min read
My bot kept double-posting and the real bug wasn’t GPT-5

My bot kept double-posting and the real bug wasn’t GPT-5

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6 min read
I thought I needed a better model for 10 agents, but I really needed a queue

I thought I needed a better model for 10 agents, but I really needed a queue

Comments
8 min read
This OpenClaw 6.10 thread got 50 comments and the weird part is everyone is arguing about boring fixes

This OpenClaw 6.10 thread got 50 comments and the weird part is everyone is arguing about boring fixes

Comments
6 min read
r/openclaw apologized for moderating too hard and honestly that tells you everything

r/openclaw apologized for moderating too hard and honestly that tells you everything

Comments
6 min read
My n8n agent rewrote the same 7-task to-do list 4 times until I stopped asking for markdown

My n8n agent rewrote the same 7-task to-do list 4 times until I stopped asking for markdown

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7 min read
I stopped trusting OpenClaw skills the day I realized some of them are basically npm packages with my credit card

I stopped trusting OpenClaw skills the day I realized some of them are basically npm packages with my credit card

Comments
9 min read
I thought I needed a better tool-calling model, but my agent just had too many tools

I thought I needed a better tool-calling model, but my agent just had too many tools

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7 min read
I finally figured out the 1 question that decides whether OpenClaw is still worth it or Codex already wins

I finally figured out the 1 question that decides whether OpenClaw is still worth it or Codex already wins

Comments
6 min read
I stopped letting my agent browse 50 sites and the monitoring got way more reliable

I stopped letting my agent browse 50 sites and the monitoring got way more reliable

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7 min read
I read the 21-comment OpenClaw UI thread and I think everyone is arguing about the wrong thing

I read the 21-comment OpenClaw UI thread and I think everyone is arguing about the wrong thing

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8 min read
I stopped trusting “same answers, fewer tokens” after watching an agent lose 1 field name and burn 3 hours

I stopped trusting “same answers, fewer tokens” after watching an agent lose 1 field name and burn 3 hours

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7 min read
I read the r/openclaw thread on the best $20 plan and realized everyone is solving the wrong problem

I read the r/openclaw thread on the best $20 plan and realized everyone is solving the wrong problem

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6 min read
I stopped trying to make my agent fully autonomous and made it ask my phone first

I stopped trying to make my agent fully autonomous and made it ask my phone first

Comments
6 min read
If your agent touches health data, do the boring part first

If your agent touches health data, do the boring part first

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Comments
6 min read
I thought creative AI needed better prompts, but it actually needed 4-step LLM routing

I thought creative AI needed better prompts, but it actually needed 4-step LLM routing

Comments
7 min read
I think the best OpenAI API alternative for customer email is a 4-step draft workflow, not an “AI employee”

I think the best OpenAI API alternative for customer email is a 4-step draft workflow, not an “AI employee”

Comments
7 min read
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