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Self-Host n8n on AWS EC2 with Docker - Install to First Login

n8n holds your keys. Stripe, your database, Slack, Google, all of it, sitting in one place. So the question of where it runs is not a detail.

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Built an app after buying one from competitor

After 1 year of building in public I finally learned that it’s better to pay for a product if it saves you time, than trying to build one from…

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Building an AI Tarot Decision Engine: Turning Seven Dimensions into Structured Reports

Some weeks I ship everything on my list. Other weeks I stare at a half-written email for two hours and call it a day.

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Your AI Has the Memory of a Goldfish. Here's Why That's Finally Changing.

Picture this: you spend twenty minutes explaining to an AI assistant that you're vegetarian, allergic to shellfish, and hate spicy food.

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How to Build a Fraud Detection API Check Using WHOIS Domain Data

TL;DR A fake business signup often hides behind a company website that looks fine but was registered days or weeks ago WHOIS data exposes four…

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How to check if a website uses Shopify (one site or a thousand)

You have a list of online stores and you need to know which ones run on Shopify.

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Does AI-generated code silently swallow errors? 120 measured generations: every flagged case was a false positive or a documented fallback

If you gate AI-generated code with linters or a CI rule that hunts for swallowed errors, this experiment suggests the part you actually care about —…

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Context Over MCP: Build a WebMCP Tool From Scratch

Part IV showed three tools already registered, already working, on someone else's page.

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Reimporting Stripe's new OpenAPI spec into Mockoon left 559 routes on the old API

Disclosure: I work on Mockzilla, which competes with Mockoon.

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AI Threat Awareness Program

AI Threat Overview Six threats make up the current taxonomy. Four are vectors, how exposure is created.

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Why Your Multi-Agent System Keeps Breaking in Production (And How to Fix the Orchestration Layer)

Most multi-agent demos work great in a notebook and fall apart within two weeks of production traffic.

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The Hidden Risk in Self-Healing Test Automation: A Governance Blueprint for Digital Banking

A test failed. No one even realizes it, but thanks to an AI-powered self-healing tool the failed locator is replaced and the pipeline becomes green…

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Building a Reliable Script-to-Video Pipeline for Modern Web Applications

null Building a Reliable Script-to-Video Pipeline for Modern Web Applications on SitePoint.

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dbt Meets Apache Flink: One Workflow for Data Engineers

Data engineers managing batch SQL pipelines on Snowflake, BigQuery, and increasingly Databricks, and streaming pipelines on Apache Flink face a…

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Performance improvements in Percona Server 8.4.11-11

Focusing on Percona Server 8.4.11-11 My previous post (Performance Progression of Percona Server for MySQL 8.

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(g+) Typsicherheit für Javascript: Wie Typescript die Webentwicklung verändert hat

Javascript ohne Typen war lange der Normalzustand. Typescript setzt genau dort an und macht dynamischen Code robuster.

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New and improved Inspector: DevTools for AI Agents, now with Automatic Learning

We're excited to launch the new Inspector - Developer Tools for AI agents! Agents broke the debugging model we've relied on for decades.

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Intersect, Don't Union: Three Trust Classes for Agent Patch Tests

Stop merging because the whole suite is green. An agent that writes both the patch and the tests can add passing cases that never discriminate a…

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Compile Quickstart Steps From a Fixture Manifest; Hand-Write Secrets, Failure, and Teardown

Quickstart tutorials fail in a predictable way when a model invents commands that never ran in continuous integration.

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Mic Doesn't Return Even After Reconnecting — It Was the Old Microphone Marked for Disposal That Was Enabled

📝 Originally published (in Japanese) at forge.workstyle.tech.

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Your integration is running as an admin. Nobody remembers approving that.

It happens in about forty seconds, usually on a Thursday. You are wiring a sync in a sandbox. The write fails on a permission you did not expect.

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How a Class Name Can Break Your Kotlin Multiplatform Build with SwiftUI

Our iOS build broke after an Xcode update, and it greeted me with the least helpful error message I've read in a long time: Cannot convert return…

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Kilo Code is now available on iOS and Android. Join the launch: https://producthunt.com/products/kilocode

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Stop Wasting Your Silicon: The Secret Web API Unlocking Local NPUs on the Edge

Stop Wasting Your Silicon: The Secret Web API Unlocking Local NPUs on the Edge For years, client-side AI has suffered from a dirty secret: modern…

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I built a company-verification API for the Gulf Market

Every global company-data API stops at Europe. Stripe's data products, OpenCorporates, the big aggregators — none of them cover Saudi Arabia, UAE…

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Your integration returned 200. The record didn't change.

Every cross-system integration I have debugged in the last two years failed the same way, and it was never the way the logs suggested.

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Best Practices: Building a Serverless Forensic AI Dashboard with Tencent EdgeOne Makers

In an era where generative AI can create hyper-realistic synthetic media, distinguishing truth from fabrication has become a critical challenge.

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Google Firebase führt Kostendeckel für KI und Hosting ein

Das neue Kostenlimit bei Googles App-Entwicklungs-Tool Firebase begrenzt die KI- und Hosting-Kosten im Backend.

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heise-Angebot: CLC 2026: KI, Platform Engineering, Software Delivery – Frühbucherticket sichern

Die CLC 2026 zeigt KI-gestützte Softwareentwicklung, DevEx, Platform Engineering und Kubernetes-Betrieb. Frühbuchertickets gibt es bis zum 22.

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Stop AI Coding Assistants from Drifting Off Your Architecture

Stop AI Coding Assistants from Drifting Off Your Architecture You're 15 turns into a session with Cursor.

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Q-Day: Der Tag, an dem Quantencomputer unsere Verschlüsselung knacken, rückt näher

Sicherheitsexperten arbeiten an Verschlüsselungstechniken, die auch gegen Angriffe mit Quantencomputern bestehen – selbst wenn es solche…

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My first thingy on github

Hay anyone ever reading this, I am not a hardcore developer, i did create a thingy though and though i should share it around a bit Again note I am…

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Unlock GitHub Like a Pro: The Definitive SSH Setup Guide for Ubuntu

Unlock GitHub Like a Pro: The Definitive SSH Setup Guide for Ubuntu You're wasting 47 minutes a week typing passwords.

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I built a browser-based spectrum analyzer because I wanted something simpler

A while ago, I just wanted to do something simple: drop in an audio file, see the frequency spectrum, find suspicious peaks, and move on.

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Debugging a Regressed Lighthouse Score: What Tencent EdgeOne Makers Taught Me About Edge-Level Image Optimization

A few weeks ago I was optimizing the Lighthouse performance score of a Laravel + Livewire + Tailwind + Vite landing page.

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How to Build a Scalable File-Processing Pipeline: Validation, Metadata Extraction, Queues, and Workers

Here's a failure I've seen more than once on upload-heavy products: the endpoint returns 200, the user closes the tab, and twenty minutes later…