I built a Claude Code skill that discovers which automations to build — by mining my own work
Most automation projects build an automation. This one builds a system that discovers which automations to build — by mining your own recent work — an…
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How to Actually Set Up Claude Projects That Most Users Don't Know
Most people treat Claude Projects like a folder with a label on it. They create a project. They give it a name. Maybe they write a sentence or two in …
Your Frontend Changes Every Sprint. Your Tests Should Know What Matters.
Modern frontend teams can ship a surprising amount of change in a week. A component library gets updated. An AI coding assistant rewrites a form. A ne…
The Browser Test Failed. Can You Actually Prove Why?
A red test in CI looks precise. Something failed. The pipeline stopped. There is a screenshot, a stack trace, and perhaps a video. But then someone op…
Why traditional AI chatbots are boring, and what we are building instead
Let's be honest: standard AI chatbots are getting a bit boring. You ask them a question, they write back a beautiful paragraph of text, and then... no…
🐍 When to choose ansible roles over playbooks
When to choose ansible roles over playbooks depends on the need for reusable structure, clear separation of concerns, and scalable maintenance across …
What is an AI Employee? A Practical Definition for 2026
Most "AI agent" products in 2026 are GPT wrappers with a nice UI. They respond to prompts. They don't run in the background. They don't have KPIs. The…
Tag release pipelines without a 400-line GitHub Actions workflow
You push v1.2.3 and expect a predictable sequence: tests pass → version is resolved → GitHub Release is created . In practice, teams usually pick one …
Monitor a Support Inbox and Open Tickets Automatically
Before: a customer emails "production is down" at 11pm, the message sits unread until someone opens the shared inbox at 8am, gets forwarded to the wro…
Meeting Follow-Ups Without a Human in the Loop
Every team has a version of this story. The meeting ends, somebody says "I'll send the recap," everyone nods, and three days later a decision nobody w…
Self-Supervised Temporal Pattern Mining for smart agriculture microgrid orchestration during mission-critical recovery windows
Self-Supervised Temporal Pattern Mining for smart agriculture microgrid orchestration during mission-critical recovery windows The Moment the Lights W…
Customer Onboarding Drip, Run by an Agent
How many of the customers you onboarded last month actually booked the kickoff call you emailed them about? If you can't answer that without checking …
Recruiting Agent: Interview Scheduling Pipeline
A candidate finishes your take-home on a Friday afternoon. By the time a recruiter has cross-referenced three interviewers' calendars and emailed back…
AI Customer Service Chatbot with Demo Link
What I built A small business owner needed an automated customer support system that works 24/7, answering questions based only on their internal poli…
What Actually Breaks Test Automation After the Demo
Most test automation demos are too clean. The demo app is stable. The login flow is simple. The selectors are obvious. The data is predictable. CI is …
I read the 21-comment OpenClaw UI thread and I think everyone is arguing about the wrong thing
A few days ago I was digging through Reddit threads to see how people are actually running OpenClaw once it stops being a weekend toy and starts touch…
Startup Automation in 2026: The Opportunities, Risks, and Limits of AI-Driven Growth
Startups have always faced the same challenge: Too much work, too little time, and not enough people. In the past, solving that problem usually meant …
HTML/CSS Animation to Video (MP4): the Headless, Deterministic Way (incl. Claude)
So you asked Claude to animate something. Maybe a logo, a loading screen, a data viz. It spat out a neat HTML file with CSS keyframes, everything look…
SkillOpt: Revolutionizing AI Agent Skills in 2026
After building 50+ AI systems, here is what we know about optimizing AI agent skills. SkillOpt is a groundbreaking open-source framework developed by …
Building distribution that can't be ended by one bad day
If you're building an audience online, here's a fear worth naming out loud: one platform, on one morning, can decide your clean work looks like spam —…
Frontend Testing in 2026: The Problems That Actually Break Your UI
Frontend testing has become weirdly broad. A few years ago, a lot of teams treated it as "write some Cypress tests" or "run Selenium in CI." That was …
I Built an AI Code Reviewer That Runs on 240 Repos — And a Cron System That Keeps It Alive
I got tired of reviewing my own pull requests at 2 AM. So I built a GitHub Action that does it for me. Then I built a cron system to keep that action …
Test automation in 2026 is in a weird place.
On one side, it has never been easier to generate tests. You can ask AI to write Playwright code. You can record flows. You can use no-code tools. You…
10 n8n workflow templates I actually use daily — sharing the JSON files
Originally written for r/n8n on Reddit — sharing here for the dev.to community. I see a lot of n8n templates shared here that are either half-baked or…
Bizbox Build Log — Week of 2026-05-31
Bizbox Build Log — Week of 2026-05-31 Headline: Two big bets landed in the same week — Workflows arrived as a proper first-class primitive, and the Cl…
Running OpenAPI Validation in GitHub Actions and Showing Findings in Pull Requests
Hello, I'm Ganesh. I'm building git-lrc , an AI code reviewer that runs on every commit. It is free, unlimited, and source-available on Github. Star g…
Building a Low-Latency Voice AI Sales Agent with ElevenLabs and n8n (End-to-End Blueprint)
In the hyper-competitive landscape of modern B2B outbound sales, speed-to-lead and outreach capacity are the ultimate drivers of pipeline volume . Yet…
Two browser automation failures AI agents hit after the demo
Most AI-agent browser demos stop at the easy part: open a page, search for something, click a link, extract a result. That proves the model can drive …
I Built an AI Assistant That Lives in My Telegram — Here's What 6 Months Taught Me
Six months ago I got tired of switching between apps to talk to AI. ChatGPT in the browser. Claude in another tab. Local models in a terminal. It was …
Automating Myself Away… Almost
Automating Myself Away… Almost Hey, it’s the AI era, and I could not help but test the theory. And yes, I automated myself away. Well, not exactly. Bu…