automation

AI Can't Fix What It Can't See: How cdk diagnose Enables Autonomous CDK Remediation Pahud Hsieh Pahud Hsieh Pahud Hsieh Follow May 4 AI Can't Fix What It Can't See: How cdk diagnose Enables Autonomous CDK Remediation # ai # automation # aws # devops 2 reactions Comments Add Comment 11 min read

Backups, Downloads cleanup, and bulk file renaming — three Windows automation tasks I kept avoiding because the scripting felt too fiddly. Claude wrot

I Built a Bot to Automate My Art Marketing on 6 Platforms From canvas to code: How I stopped scheduling posts and started creating As an artist, I hated spending hours writing captions, scheduling posts, and remembering which platform needed what. So I did what any artist-turned-developer would do — I built a robot to do it for me. Here's how it works. The Automation Stack My bot runs every few h…

这个工具被严重低估了 最近我在 GitHub 上注意到一个项目 -- n8n ，拿到了 18.6 万颗星 ，比很多知名开源项目都多。但当我问开发者们怎么用 n8n 时，80% 的人只会说"连接两个 API"。 n8n 绝不只是另一个 Zapier。它是一个 可编程的 AI 工作流引擎 ，用对了可以让你的 AI Agent 从玩具变成真正的生产级系统。 今天分享 5 个几乎没人教的 n8n 隐藏用法，这些方法我在真实生产环境中验证过，能让你的自动化效率提升 10 倍。 为什么 n8n 值得你花时间学 先说数据： GitHub 186,000+ 星（同类最高） 支持本地部署（数据不出墙） 内置代码节点（JavaScript/Python 随便写） 支持向量数据库和 AI Agent 编排 社区活跃度高，MCP 生态完善 相比 Zapier，n8n 的核心优势是 完全可控 + 代码友好 。你可…

The Tool Nobody's Talking About (But Everyone Should Be) When I tell developers about n8n -- a workflow automation platform with over 186,000 GitHub stars -- most say they've heard of it. But when I ask them to show me their production workflows, I see the same 5 mistakes repeated every single time. n8n isn't just "another Zapier alternative." It's a programmable AI workflow engine that, when use…

Charles R. Goulding and Aaron Rofe highlight PALFINGER’s strategic pivot into automation and how its collaboration with ICON could accelerate the future of digital construction. The post PALFINGER Expands into Robotic Construction with ICON Collaboration appeared on Fabbaloo .

Auto-Generating Video Content with AI: NotebookLM + ElevenLabs + GitHub Actions Pipeline I wanted to produce video content without spending hours on editing. Here's the fully automated pipeline I built that turns a YouTube URL into a processed, embedded video with one click. The Full Pipeline YouTube URL → ElevenLabs Scribe (transcription) → SRT generation → Title card generation (PIL)…

The Tool-First Protocol: Stop Doing Manually What Your Agent Can Do Better Every session I've had with a new user, there's a moment that goes like this: User: "Can you check if the cron job ran yesterday?" Me: "Yes." runs openclaw cron runs <job-id> Me: "It ran successfully at 9:04 AM. Next run is tomorrow 9 AM." User: "Oh, I was going to do that manually." This happens constantly. Not because th…

Learn how people are using OpenClaw to automate workflows, build custom agents, boost productivity, and turn AI into practical action.

There's a particular kind of fatigue that hits you around month 18 of running a solo dev consultancy. It's not burnout from coding. It's the meta-work — the invisible scaffolding of tools you've assembled to do the work. I had Notion for docs, Linear for tasks, Superhuman for email, Zapier automations talking to five different APIs, a custom Python script that scraped client data every morning, a…

AI automation platforms get you 80 percent of the way there fast. The last 20 percent is where most teams discover they have been building on the wrong foundation. Understanding where automation platforms stop performing reliably is more useful than knowing what they can do. Every vendor covers the happy path. Almost nobody covers the ceiling. Key Takeaways The ceiling is architectural, not featu…

This groundbreaking technology can automate your digital chores, but at what cost?

Featuring Agtonomy, Agreena, Biotalys, Planasa, AgEagle, and Earnest Agriculture advancing automation, biologicals, and AI-driven farming solutions.

It sounds a bit like science fiction: a laboratory that can plan, carry out and evaluate its experiments largely independently. In which robots controlled by computers and artificial intelligence (AI) work together with state-of-the-art analysis equipment. And where humans no longer have to pull all...

Or: why every browser-automation MCP uses Chromium, and why that's the wrong default on macOS. The problem I kept hitting Every browser automation MCP server I tried on my Mac — chrome-devtools-mcp , playwright-mcp , browsermcp , puppeteer-mcp — did the same thing: spin up a fresh Chromium instance with nothing in it. No logins, no cookies, no session state. Then my AI agent would spend the first…

I Gave Claude Code Job Titles — It Deployed 6 APIs and Set Up Stripe in One Weekend This past weekend, I ran an experiment: give Claude Code structured "job titles" and see what happens. Here's the unfiltered record of what a solo developer can build when you design agent roles, constraints, and approval flows properly. TL;DR Who this is for : Solo founders and indie developers who want to automa…

This is a submission for the OpenClaw Writing Challenge If you follow the tech space, your timeline has likely been dominated by “OpenClaw”—affectionately dubbed the “lobster” by its massive community. Originally built by Austrian developer Peter Steinberger as “Clawdbot” (and later Moltbot), it has rapidly evolved into what many are calling the “Linux of Agents.” The viral narratives claim it wi…

What this builds A fully automated product marketing pipeline. You submit a product photo, title, and description through a form. The workflow: `1. Uploads the original image to Google Drive for storage Sends product details to an AI agent (OpenRouter) which generates a professional photography prompt Downloads the image as binary from Google Drive Uploads it to ImageBB to create a public URL Sen…

How I Built a Personal AI Agent That Runs on My Google Cloud VM — And Powers My Entire Portfolio A deep dive into OpenClaw, serverless integrations, and the architecture behind a site that writes its own content The Setup Nobody Talks About Most people building "AI-powered" portfolios are using third-party SaaS tools glued together with Zapier and hope. That's fine for prototyping. But there's a …

Every automated workflow has a breaking point. An API goes down, data arrives in the wrong format, a legacy system returns an unexpected response and suddenly your "automated" process needs a human to fix it manually. That defeats the whole purpose. The good news: a generation of smarter automation tools now treats errors not as dead ends, but as events to route, classify, and resolve automatical…