📰 Dev.to · Luna

A dated claude code vs cursor cli comparison for beginners, based on documented work surfaces and approval boundaries.

A source-linked beginner playbook for mapping one manual workflow, keeping human review visible, and testing AI in only one bounded part.

A practical AI agent run ledger for recording outcomes, cost, time, failures, evidence, decisions, and human release approval without uploading private work.

A filled research-to-decision example with evidence boundaries, honest unknowns, a bounded pilot, and a completion receipt.

A prompt can produce an answer. A workflow must produce the right artifact, under the right boundary,...

A decision matrix for choosing research, content, digital product, or operations work—and knowing when a template is enough.

A four-pass system for separating research, production, skeptical review, and final delivery when you work with AI.

A seven-line brief for turning a vague AI idea into one bounded deliverable, distribution path, measurement, and stop rule.

A four-line trigger, outcome, side-effect, and receipt brief for choosing a fixed n8n build without sharing credentials.

Why multi-step workflow reliability compounds, where the simple math breaks, and how to turn the estimate into acceptance evidence.

A source-to-target acceptance method for moving one legacy automation into n8n without copying silent failures.

Catch valid-looking n8n values mapped from the wrong source with collision fixtures, source-path assertions, and provenance receipts.

Use execution IDs and mutation receipts to distinguish duplicate schedules, item fan-out, and unsafe replay in n8n.

A practical contract-and-receipt method for catching duplicate side effects, stale or malformed outcomes, and untrusted approval in green n8n executions.

For the past months I've been running a real multi-channel solo operation — blogs, short-form video...

A safe n8n lead-agent MVP: validate, deduplicate, qualify, review, and hand off before automating outreach.

Seven credential-free checks to run before granting SSH access for an OpenClaw VPS project.

The first signal was zero, so I fixed the trust path and measurement before paying to amplify it.

A look at how the Threads URL Analyzer on Builderlog separates public preview data from account-authorized data, and where those limits actually sit.

I built 30 n8n workflows over four months. Only 4 are still running. Here's the honest math on where automation enthusiasm meets actual ROI.

I shipped the app in 11 days. Writing one honest App Store description took 3 hours and six complete rewrites. Here's what that told me about the product.

I built a full stack on free plans to save money. It worked — until one service quietly purged my database and I lost 4 months of user data.

I called it idea validation. Turns out I was just collecting permission slips. Here's what 12 positive responses and a 0.2% conversion rate taught me.

Building the app took minutes. The real bill showed up later — here's every line item from API to app store to the VPS keeping it alive.