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The expensive part of an AI agent failure is usually the retry loop

The first failure usually is not the expensive one. The expensive part is what happens after the first failure when the system keeps trying, keeps spe…

aiautomationllmproductivity
Dev.to Jun 13, 2026, 01:19 UTC
EN

Import Email Signatures Into Your CRM With an Agent

Email signatures are the most valuable dataset your CRM is throwing away. Roughly 82% of business email carries a signature with at least a name and t…

crmemailaiautomation
Dev.to Jun 12, 2026, 23:37 UTC
EN

Local AI Coding Agents, Secure Production Deployment, and Angular-Specific AI Skills

Local AI Coding Agents, Secure Production Deployment, and Angular-Specific AI Skills Today's Highlights This week's top stories highlight practical wa…

airagautomation
Dev.to Jun 12, 2026, 21:35 UTC
EN

Zapier vs Make vs n8n 2026: The Honest Comparison (Including the Free Option)

Verdict: Quick verdict: Zapier wins on simplicity and breadth — 7,000+ integrations, no-code setup, great for non-technical users. Make (formerly Inte…

automationnocodeaitools
Dev.to Jun 12, 2026, 21:18 UTC
EN

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…

aiautomationragshowdev
Dev.to Jun 12, 2026, 21:06 UTC
EN

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 …

testingqaautomationplaywright
Dev.to Jun 12, 2026, 19:17 UTC
EN

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…

aidevopsautomationopenai
Dev.to Jun 12, 2026, 17:36 UTC
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Linkloom - AIWebReader

LinkLoom A web scraping and content extraction toolkit for TypeScript/Bun. Pass a URL, get clean markdown. That's the core. But LinkLoom also handles …

claudemcpproductivityautomation
Dev.to Jun 12, 2026, 16:24 UTC
EN

Rag Vs Fine-Tuning For Document Qa 2024

RAG vs Fine‑Tuning for Document Q&A in 2024: What You Need to Know Hey Build Log listeners, it’s Nick. If you’ve ever stared at an invoice for a c…

aimachinelearningautomationprogramming
Dev.to Jun 12, 2026, 16:22 UTC
EN

Fine-Tuning Transformers Vs Lora Vs Qlora 2024

Fine‑Tuning Transformers vs LoRA vs QLoRA 2024 – What You Need to Know Hey folks, Nick Creighton here. If you’ve been listening to the latest Bui…

aimachinelearningautomationprogramming
Dev.to Jun 12, 2026, 16:21 UTC
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Local Ai Deployment Cost Analysis 2024

Local AI Deployment Cost Analysis 2024 – How I Cut My Inference Bill to Under $50/Month Hey, it’s Nick. If you caught the latest episode of Build Log …

aimachinelearningautomationprogramming
Dev.to Jun 12, 2026, 16:21 UTC
EN

Auto-Add Captions to Every Video Your Team Uploads (n8n + FFmpeg)

Originally published at ffmpeg-micro.com Every video your team publishes needs captions. Accessibility requirements, social media autoplay, SEO value.…

n8nffmpegautomationcaptions
Dev.to Jun 12, 2026, 10:15 UTC
EN

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 …

automationaistartupdiscuss
Dev.to Jun 12, 2026, 07:05 UTC
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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…

automationclaudetutorialwebdev
Dev.to Jun 12, 2026, 06:30 UTC
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The Coding Agent Wrapper Is the Product Now

The model is no longer the most interesting part of a coding agent setup. That sounds wrong if you only watch demos. The demo is always about the mode…

devtoolsaiautomationproductivity
Dev.to Jun 12, 2026, 04:07 UTC
EN

Securing the Retrieval-Augmented Generation (RAG)

markdown # **Securing Your RAG Pipeline: Why Trusting the LLM Isn’t Enough** Retrieval-Augmented Generation (RAG) promises to turn static LLMs into dy…

aiautomationresearch
Dev.to Jun 12, 2026, 00:12 UTC
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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 …

skilloptaiagentsmicrosoftaiautomation
Dev.to Jun 11, 2026, 23:00 UTC
EN

I built a universal Telegram AI assistant with n8n

I've been managing a Telegram channel for a while and kept spending time answering the same questions manually. So I built one n8n workflow that now d…

n8nautomationtelegramnocode
Dev.to Jun 11, 2026, 22:10 UTC
EN

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 —…

aimarketingautomationbuildinpublic
Dev.to Jun 11, 2026, 22:02 UTC
EN

AI Agent Security, Open-Source Code Generation, and Frontier Models on Bedrock

AI Agent Security, Open-Source Code Generation, and Frontier Models on Bedrock Today's Highlights This week highlights a new security scanner for AI a…

airagautomation
Dev.to Jun 11, 2026, 21:35 UTC
EN

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 …

qatestingautomationfrontend
Dev.to Jun 11, 2026, 20:36 UTC
EN

When Context Doesn't Govern AI, AI Governs the Solution

Over the last few months, I've spent a significant amount of time working with AI coding assistants, agentic IDEs, MCP-based architectures, and AI-ass…

aiwebdevautomationarchitecture
Dev.to Jun 11, 2026, 20:35 UTC
EN

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 …

aigithubautomationopensource
Dev.to Jun 11, 2026, 16:38 UTC
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How I Built an AI Business Automation Workflow Pack with n8n, Google Sheets and JSON Templates

How I Built an AI Business Automation Workflow Pack with n8n, Google Sheets and JSON Templates Most business automation ideas sound simple at the star…

n8nautomationaifreelance
Dev.to Jun 11, 2026, 15:30 UTC
EN

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…

testingqaaiautomation
Dev.to Jun 11, 2026, 14:36 UTC
EN

Claude Can Do All of This. Most People Have No Idea.

Claude can do a lot more than most people think. This guide covers all of it—where to find each feature, how to turn it on, and a prompt you can use i…

claudeaitutorialautomation
Dev.to Jun 11, 2026, 13:43 UTC
EN

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…

automationn8nworkflowtutorial
Dev.to Jun 11, 2026, 10:41 UTC
EN

How I Wired Google Search Console to Telegram on Day One

Most people check Google Search Console by logging in, navigating to the property, clicking through the date filters, and reading off numbers. That wo…

seoautomationtelegramnode
Dev.to Jun 11, 2026, 08:30 UTC
EN

When Agents Should Stop: Designing Safety Boundaries That Work

An agent in my homelab posted "HEARTBEAT_OK" to the ops channel 47 times over one weekend. Every message was technically correct. The scheduled jobs w…

aiagentsagentsafetyautomationagentorchestration
Dev.to Jun 11, 2026, 02:15 UTC
EN

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…

automationbuildinpublicdevjournalshowdev
Dev.to Jun 10, 2026, 23:24 UTC

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