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 day…
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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…
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 W…
Getting Started with pg_durable: Durable Workflows Inside PostgreSQL
Modern applications demand long‑lasting workflows that can withstand crashes, restarts, and failures, often relying on external platforms. pg_durable …
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 п…
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 them …
the guardrails i actually use with ai agents
i argued in ai liberty that as models get more capable they get more confident, and that confidence makes them take liberties such as pushing to a pri…
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 softw…
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 re…
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 schedu…
Why AI Tool Chains Break in Production (And the Patterns That Actually Hold Up)
There is a specific moment most developers hit when building AI chains, usually somewhere around the third or fourth iteration: the demo works perfect…
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 context …
Put Humans at Risk Boundaries, Not Only at the Final Approval
Many AI workflows treat human-in-the-loop as a final approval step. That is too late. If AI has already modified critical code, triggered external act…
Evidence Contract: AI Delivery Must Come With Proof
The most dangerous sentence in AI delivery is: "It is done." That sentence is not evidence. AI can write confidently. A summary can look complete. A P…
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 mu…