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Articles 161,071Blog Posts 155,570Tech Tutorials 42,485Research Papers 31,730News 21,029
⚡ AI Lessons
Dev.to · Lars Winstand
6d ago
I got OpenClaw working on my phone, Mac, and Windows box — then NetBird became the real project
I got OpenClaw running across phone, Mac, and Windows, then realized the real work was NetBird connectivity and recovery. For always-on agents, stable
Dev.to · Lars Winstand
🧠 Large Language Models
⚡ AI Lesson
1w ago
We wired a ‘cheap’ model into our CRM and accidentally made pricing changes a production risk
Cheap LLMs are great for experiments. They become dangerous when they get wired into your CRM, sales ops, and automations without a portability layer.
Dev.to · Lars Winstand
🧠 Large Language Models
⚡ AI Lesson
1w ago
I stopped letting GPT-5 babysit my inbox and the whole workflow got cheaper and better
A practical DEV post on building inbox automation the sane way: code handles mailbox sync, retries, rules, and state; LLMs handle only ambiguous decis
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
I tried using an AI agent to set up a fresh Windows PC and Reddit was right about Ninite
I tried using an AI agent to set up a fresh Windows PC and hit the same wall Reddit warned about: GUI agents are bad at deterministic installer work.
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
Telegram vanished from the App Store and r/openclaw lost it for 41 comments
Telegram’s brief App Store removal triggered a panic in r/openclaw because Telegram is a real control channel for OpenClaw agents. The reporting sugge
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
My agent wasn’t flaky at all — it was booting 30-60 seconds before anything was actually ready
Most "flaky" agent failures aren’t model failures at all. They happen in the first 30-60 seconds after boot, reconnect, or session reset because Postg
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
My fresh OpenClaw install kept failing. The model wasn’t the problem.
Fresh OpenClaw + Ollama failures often aren’t model failures at all. If direct `/v1/chat/completions` works but agent turns fail, the usual culprits a
Dev.to · Lars Winstand
🏠 Real Estate & PropTech
⚡ AI Lesson
3w ago
I think the first AI property research automation you should build is the boring 4-step one
A practical DEV post arguing that the first AI real estate automation worth building is a narrow 4-step pipeline: qualify inbound leads, enrich listin
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
I thought giving my group chat AI assistant Google Calendar would take 5 minutes, and then OAuth humbled me
Giving an AI agent Google Calendar access is easy in demo mode and surprisingly tricky in production. For self-hosted setups like OpenClaw, n8n, and c
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
I thought the safe agent rollback strategy was “don’t touch Kubernetes” and then I saw this OpenClaw + Argo CD setup
A practical pattern for using OpenClaw with Kubernetes safely: give the agent read-only access to cluster state and logs, let it open PRs, and keep Ar
Dev.to · Lars Winstand
🧠 Large Language Models
⚡ AI Lesson
3w ago
I really thought a home lab was the cheap cloud GPU for LLM answer until the VRAM math slapped me
I assumed a home lab would be the cheapest way to run OpenClaw-style agents 24/7. After checking the docs, Reddit threads, and actual VRAM numbers, I
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
I stopped trusting AGENTS.md after my agent said “done” 3 times with zero proof
Prompt rules in AGENTS.md are useful, but they are not safeguards. This post argues that real agent safety comes from execution-time verification: cou
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
I thought desktop copilots would win, then I tried building agents on Android
I assumed desktop copilots would be the natural home for agents. After looking at Android's scheduling, persistence, and logged-in app context, I thin
Dev.to · Lars Winstand
📰 AI News & Updates
⚡ AI Lesson
4w ago
I read all 141 comments asking if OpenClaw is dead and the answer is messier than people think
I read all 141 comments on the viral OpenClaw thread. My takeaway: OpenClaw is not dead, but production teams should stop trusting it blindly. Here’s
Dev.to · Lars Winstand
🛠️ AI Tools & Apps
⚡ AI Lesson
1mo ago
I read the 17-comment Reddit fight about trying Kimi K3 and the answer is way less exciting than people want
A practical DEV.to rewrite of a Reddit thread about Kimi K3: the easiest way to try it is Moonshot’s OpenAI-compatible API, not local inference. Inclu
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I thought persistent AI agents needed more autonomy until Codex taught me the value of a hard stop
Persistent AI agents fail in messy ways: partial tool execution, unclear state, and retries that can make things worse. This post breaks down why inte
Dev.to · Lars Winstand
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
OpenClaw 2026.7.1 broke installs and the Reddit thread was way more useful than the release notes
A practical breakdown of why OpenClaw 2026.7.1 felt like an ops failure, what the Reddit thread revealed about compaction, rollbacks, WSL2, and orches
Dev.to · Lars Winstand
🛠️ AI Tools & Apps
⚡ AI Lesson
1mo ago
I thought the clever part was the AI, but the real win was putting the farmer controls in WhatsApp
A farm irrigation build on OpenClaw made a useful design pattern click for me: the breakthrough was not the AI logic, it was using WhatsApp as the hum
Dev.to · Lars Winstand
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
I thought OpenClaw would write my posts but its best trick is running content ops across 10 channels
OpenClaw’s most valuable content use case is not writing posts. It’s coordinating file-heavy, multi-channel content operations: formatting, publishing
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I think the Mac mini agent business dream is backwards — 3 safer bets than chasing autonomous cyber agents
A practical DEV.to-style take on why the Mac mini + OpenClaw money dream is backwards: the real opportunity is narrow recurring automation services, n
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
31 upvotes later, this r/openclaw thread exposed the real problem with agent tools
A niche r/openclaw thread turned into a useful debate about agent ops: when is setup friction a safety feature, and when is it just bad product design
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I stopped trusting app dashboards and used a browser automation AI agent to rebuild the numbers from scratch
A practical DEV.to-style post on using browser automation AI agents as verification layers instead of trusting dashboard summaries. Covers OpenClaw, M
Dev.to · Lars Winstand
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
1mo 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
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