My background AI processes worked great in the demo and then fell apart the second they had to wait
I’ve watched this happen a bunch of times. The demo is clean: webhook hits n8n GPT-5 generates a summary Claude Opus cleans it up result gets posted…
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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…
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…
n8n Can Now Build Its Own Workflows — What Could Possibly Go Wrong?
The dangerous part is not that a system can generate an n8n workflow as JSON. The dangerous part is that the JSON can execute. Once an AI assistant,…
I stopped writing prompts. I write the repo.
Originally published on indiecore.net . For about a year I got better at asking. Longer prompts, worked examples, careful phrasing, a private collec…
Free Tokens Burn Fast: A Field Guide to MonkeyCode's Generosity
The 10-million-token grant and the zero-cost server are brilliant for prototypes and miserable for production. Treat them as a debugging bench, not…
I was solving agent portability at the wrong boundary
Copying the last repo's agent setup into a new one worked at first. It also copied product-specific assumptions. Once I had several active projects,…
9 ошибок при создании и внедрении автоматизаций в n8n
Автоматизация в n8n может собраться за полчаса, а через несколько месяцев превратиться в процесс, который страшно менять. В …
Model Routing Made My AI Agents Cheaper. It Didn't Make Them Easier to Trust.
I spent a while optimizing what my AI agents cost to run. Cheap models for routine work. Better models when the task actually needed them. That made…
2 года в Obsidian: мой workflow, архитектура заметок, плагины и синхронизация
Около двух лет я использую Obsidian как основное приложение для ведения заметок, планирования и написания статей. В этой статье я хочу поделиться св…
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…
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…
Fixing tmux dashboard for coding agents: Mobile Clipboard + 30%
This article was originally published on BuildZn . Everyone talks about managing LLMs but nobody explains how to babysit them in CLI. Juggling 3+ tm…
Shelved Projects #1: Windows Automata
Welcome to the first post of my new series, "Shelved Projects" . In this series, I dig into the digital attic to share projects that were technicall…
cursor automations for housekeeping and hygiene
quick answer cursor automations are a good fit for recurring housekeeping and hygiene tasks that already have a clear definition of done. i currentl…
When Code Takes a Break: What Engineers Think About on Silent Days
📌 Overview Today was a "silent day" — no Claude Code sessions, no commits, no code changes. Yet technical work isn't just about writing code. This d…
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…
System Boundaries: The Difference Between ChatBot, Workflow, Agent, and Harness
System Boundaries: The Difference Between ChatBot, Workflow, Agent, and Harness When people first build Agent systems, they often naturally read the…
gitrelease.mjs file in Nango codebase.
In this article, we review gitrelease.mjs file in Nango codebase. You will learn: gitrelease.mjs file publish workflow gitrelease.mjs file gitreleas…
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…
N8N Orchestration: How We Automated 400+ Manual Business Hours
Manual reporting is a silent profit killer. Many teams spend over 100 hours per week cleaning Excel data, generating pivot tables, and manually sche…
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…
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…