Throwaway experiments are easy to start. Retiring one safely is not
I was closing out a throwaway repo from an agent-workflow experiment. I had treated experiment repos as cheap to delete once the hypothesis felt ans…
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n8n: When AI Writes the Workflow, Who Reviews the Workflow?
The most dangerous AI-generated n8n workflow is not the one that fails immediately. It is the one that runs successfully while doing the wrong thing…
Test-First AI Documentation: A Workflow That Keeps Generated Docs Honest
AI code assistants have made documentation fast to produce and easy to ignore. The issue is not speed; it's trust. Models can write a polished docst…
Linter Blocks Code Merge Over Minor Formatting: Solution to Streamline Review Process for New Developers
Introduction: The Linter Dilemma Imagine this: you’re a developer, new to the game, and you’ve just spent hours crafting a piece of code. It works f…
Multi-tenant SaaS on a .NET workflow engine, without restarting to onboard a customer
The most expensive restart in SaaS is often the one nobody planned: onboarding a new customer. Every SaaS team expects adding a tenant to be a datab…
The Verification Ladder: A Field Guide
Claude has, at various points in our working relationship, warmly endorsed: an efficiency statistic fabricated over one too many turns of a massive…
They Asked for My AI Rules. But I Could Not Just Hand Them Over.
A team lead announces that the team will start using AI-assisted development. Everyone nods. Nobody asks what that actually means on Monday morning.…
I fixed my AI reviewer. Then I kept solving the wrong problem
I've been building an AI-assisted editorial pipeline for technical writing. Notion cards become markdown drafts in the repo, pass through review, th…
anything i can imagine
thesis ai is great at helping me make anything i can imagine. if i can picture the answer, the process, or the steps ahead of time, the model can us…
I tagged 34 decision notes in Obsidian over 18 months. Reading them back broke my Notion setup.
34 tagged decision notes. That's all it took to realize my Notion database was lying to me. I run three revenue streams — ad ops automation, two nic…
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…
How I Turned Claude Into a Disciplined Senior Developer (Not Just a Fast One)
A plain-English walkthrough of my Claude Code workflow — written so anyone, including students, can understand what's happening and why. The Problem…
Как выбрать систему для разработки и пожалеть через полгода
На демо всё красиво: задачки бегают, доски сияют, отчёты рисуются. Через полгода команда уточняет статусы в чате, релизы сверяет в таблице, а тимлид…
Vibe Coding Survival Guide for Solo Developers in 2026
This article was originally published on aicoderscope.com In early 2023, Andrej Karpathy coined the term "vibe coding" to describe a new mode of sof…
6 n8n Workflow Patterns for AI Automation (Lead Gen, Enrichment, RAG, Self-Healing)
6 n8n workflow patterns for AI automation (with real examples) After building n8n automations for over a year across different use cases, I started…
How Engineers and Consultants Lose 15 Minutes Every Morning (And What to Do About It)
You open your laptop. You need the inspection report from last week. You know it exists. You saved it yourself. But where? Was it in the OneDrive pr…
From One Failure to Project Memory: Make the Pipeline Stronger Over Time
If AI makes the same mistake repeatedly in the same project, the problem is usually not just the model. The task contract may be unclear. The contex…
ИИ-агенты в инженерной команде: гайд для тимлида, который не хочет получить бунт
Вы прочитали гайд по Cursor, посмотрели демку Claude Code, посчитали в голове экономику и решили: пора. Спускаете в команду указание — попробовать н…
Building Translation Workflows: Technical Implementation for Multi-Linguist Review Processes
Building Translation Workflows: Technical Implementation for Multi-Linguist Review Processes When you're building applications that handle critical…
Cursor: Rules, Project Docs, and Context That Actually Help the Model
This post was created with AI assistance and reviewed for accuracy before publishing. Cursor can use project rules and documentation to steer behavi…