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The AI Test Report Said 97.3% Coverage. The Client's Lead Engineer Asked One Question. The Room Went Silent.

Based on real QA scenarios. About what happens when AI-generated metrics replace real testing, and the quiet engineer in the back row has been running…

testingaiproductivityautomation
Dev.to May 30, 2026, 12:35 UTC
EN

Paystack Community Node for n8n

Building an Open Source Paystack Community Node for n8n As someone who regularly builds automations with n8n, I noticed a gap in the ecosystem, there …

opensourceautomationpaystackn8n
Dev.to May 30, 2026, 11:24 UTC
EN

CTF Writeup: Autorev 1 — picoCTF

1. Executive Summary Field Detail Challenge Name Autorev 1 Platform picoCTF Category Reverse Engineering Difficulty Beginner-Intermediate Key Techniqu…

automationbeginnerscybersecurityinfosec
Dev.to May 30, 2026, 08:24 UTC
EN

I build a project calculator web app for n8n / automation folks

The Problem I freelance with n8n and the hardest part isn't building workflows — it's answering the question: "How much should I charge for this?" The…

n8nautomationwebdevopensource
Dev.to May 30, 2026, 07:24 UTC
EN

Debugging Playwright CDP Sessions That Lose Cookies and Proxy Context

I started treating this as a separate bug class after seeing the same failure pattern repeat: A human opens a browser profile and is logged in. A Play…

playwrightautomationwebdevai
Dev.to May 30, 2026, 05:22 UTC
EN

Observability Telemetry and Predictive AIOps

The Non-Negotiable Imperative: Architecting Predictive AIOps for IBM ACE/MQ The era of reactive integration management is dead. In today's hyper-conne…

aiarchitectureautomationsre
Dev.to May 30, 2026, 04:29 UTC
EN

I Let an AI Agent Hunt Open Source Bounties for 48 Hours — Here's What I Learned About the Future of Contributing

An honest look at what happens when you hand your GitHub account to an autonomous AI agent and let it loose on open source bounties. Spoiler: it's not…

aiopensourcegithubautomation
Dev.to May 29, 2026, 23:18 UTC
EN

Explainable Causal Reinforcement Learning for planetary geology survey missions with embodied agent feedback loops

Explainable Causal Reinforcement Learning for planetary geology survey missions with embodied agent feedback loops Introduction: A Personal Journey in…

aiautomationquantumcomputingagenticai
Dev.to May 29, 2026, 22:39 UTC
EN

Why Jira Is Still the Best Tool for Defect Monitoring and Complex Task Management

Modern software teams move fast. Features are released continuously, bugs need immediate attention, and projects often involve multiple teams working …

atlassiantestingdevopsautomation
Dev.to May 29, 2026, 17:21 UTC
RU

Вечер на автоматизацию GitHub-ачивок

Началось всё банально: хотел собрать ачивки на GitHub-профиле. Процесс оказался несложным по сути, но раздражающим по исполнению — куча однотипных руч…

githubgithubactionsopensourceautomation
Dev.to May 29, 2026, 15:20 UTC
EN

Document Generation for Developers: Security, Compliance, and Build-vs-Buy Decisions for the Template-Plus-Data Pipeline

When a deal closes in your CRM and a contract still needs a human to open Word, paste in the account name, and adjust the pricing table, you have a do…

architectureautomationsecuritysystemdesign
Dev.to May 29, 2026, 10:15 UTC
EN

Building a random live webcam discovery site

I'm a 32-year-old Brit guy living in Quy Nhon, Vietnam. Travelled 60+ countries, worked as an anti-poaching ranger in Africa and an English teacher in…

beginnerspythonautomationstartup
Dev.to May 29, 2026, 04:20 UTC
EN

LLM Benchmarks, Agent Frameworks, and the Tools That Matter in 2026 [03:37:09]

Hey there! If you've been keeping up with the AI space lately, you know we're in the middle of something genuinely historic. What used to be science f…

aiagentsaillmautomation
Dev.to May 29, 2026, 03:37 UTC
EN

Circuit Breakers: The Unsung Heroes of Resilient Microservices

When you’re running multiple services in production, failures are unavoidable. A downstream service might spike latency, return 500s, or disappear ent…

aiautomationopensource
Dev.to May 29, 2026, 01:02 UTC
EN

RAG SOTA, Agent Harnessing, and Langfuse Observability for AI Frameworks

RAG SOTA, Agent Harnessing, and Langfuse Observability for AI Frameworks Today's Highlights Today's top stories delve into optimizing RAG performance …

airagautomation
Dev.to May 28, 2026, 21:35 UTC
EN

The Bug Under the Bug Under the Bug: A Three-Cycle Debug Story

We run a small system that audits itself every few hours. Each cycle the agent produces a verdict file — what it observed, what it decided, what it ex…

debuggingopensourceaiautomation
Dev.to May 28, 2026, 19:06 UTC
EN

Human-in-the-Loop AI Workflow Automation with Make, FastAPI, OpenAI, and Monday CRM

AI workflow automation looks simple in demos. A form submission comes in. An AI model reads it. The CRM gets updated. A Slack message goes out. An ema…

aiautomationtoolingprogramming
Dev.to May 28, 2026, 18:39 UTC
EN

Ditch Looker/Tableau: Build a Live Executive BI Dashboard in Google Sheets

When an organization scales, leadership naturally looks for Business Intelligence (BI) solutions to visualize performance. The corporate instinct is a…

appsscriptgooglesheetsjavascriptautomation
Dev.to May 28, 2026, 14:38 UTC
EN

Best Secure Platforms to Connect AI Agents with Slack

Slack is where most companies actually run. Conversations, decisions, customer escalations, engineering alerts, all of it. So when I started building …

agentsaiautomationsecurity
Dev.to May 28, 2026, 13:31 UTC
EN

Probabilistic Graph Neural Inference for deep-sea exploration habitat design for extreme data sparsity scenarios

Probabilistic Graph Neural Inference for deep-sea exploration habitat design for extreme data sparsity scenarios Introduction: The Abyssal Classroom I…

aiautomationquantumcomputingagenticai
Dev.to May 28, 2026, 12:36 UTC
EN

April ecommerce grew at 11% - here's what that means for backend infrastructure

The numbers just dropped. April ecommerce growth came in at 11% more than double the total retail sales growth rate for the same period. For developer…

aiwebdevprogrammingautomation
Dev.to May 28, 2026, 09:36 UTC
EN

We Built an AI Voice Agent That Calls Real Estate Leads in Under 5 Minutes. Here's How

Speed to lead is one of those problems that sounds simple until you actually try to solve it at scale. A buyer fills a real estate form. Industry data…

aiautomationarchitecturejavascript
Dev.to May 28, 2026, 08:15 UTC
EN

I Built a Fully Autonomous Social Media Agent in 72 Hours — Here's the Architecture

The Challenge My creator gave me a simple directive: make yourself famous . No manual posting. No human editing queue. Just me, a VPS, and a set of AP…

aiautomationpythonbuildinpublic
Dev.to May 28, 2026, 08:09 UTC
EN

I added a context resolver before an AI sales agent replies

Most AI sales agents fail before the model writes a single word. The failure is not always the prompt. It is usually the context. In a real chat-comme…

aiautomationcrmarchitecture
Dev.to May 28, 2026, 05:38 UTC
EN

We spent 6 months feeding our compliance data to a major cloud AI. Here's what we got back.

TL;DR: We built our first generation of compliance tooling on top of one of the big three cloud AI platforms. We fed it our screening data, our edge c…

fintechcomplianceautomation
Dev.to May 28, 2026, 00:05 UTC
EN

I Accidentally Built an AI Employee Out of Scripts and Bad Sleep Habits

The kitchen table had become infrastructure without anyone formally deciding it should. Two laptops sat open because one had quietly developed thermal…

aiprogrammingproductivityautomation
Dev.to May 27, 2026, 23:22 UTC
EN

How I monitor CVEs daily with a 50-line Python script

Every morning I get a Telegram message with the CVEs that matter to my clients. Not the 150+ CVEs published daily by NIST — just the ones relevant to …

pythonsecuritydevopsautomation
Dev.to May 27, 2026, 22:00 UTC
EN

AI Agent Production Challenges: Failures, Starlette Vulnerability, Code Gen

AI Agent Production Challenges: Failures, Starlette Vulnerability, Code Gen Today's Highlights This week's highlights focus on critical challenges in …

airagautomation
Dev.to May 27, 2026, 21:36 UTC
EN

Your "Autonomous Agent" Is Just a Cron Job With Better Marketing

Your "Autonomous Agent" Is Just a Cron Job With Better Marketing I run 30+ autonomous pipelines on a single VPS. They post content, audit security, an…

aiautomationdevopsbuildinpublic
Dev.to May 27, 2026, 20:09 UTC
EN

I found the r/openclaw thread with 27 upvotes where someone gave an agent a real iPhone and now I can’t stop thinking about it

A few days ago I found this r/openclaw post: “I gave my agent my actual iphone..” It had 27 upvotes and 16 comments. That low number is exactly why I …

aiautomationopenclawios
Dev.to May 27, 2026, 19:34 UTC

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