Testing & Quality

Unit/integration tests, fuzzing, reliability, and observability for apps.

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dev.to > kevinbjorv > checking-xero-supplier-statements-with-n8n-and-deterministic-typescript-29h

Checking Xero supplier statements with n8n and deterministic TypeScript

45+ min ago   (348+ words) A reference match is not the same thing as a safe amount comparison. A supplier statement might... Tagged with typescript, automation, opensource, tutorial....


dev.to > redfireforge > why-i-built-redfireforge-one-workbench-for-six-api-protocols-mk9

Why I built RedfireForge: one workbench for six API protocols

1+ hour, 30+ min ago   (25+ words) I was tired of keeping four tools open to test one service. HTTP in a REST client. GraphQL in... Tagged with opensource, testing, api, devtools....


dev.to > auth0 > stop-using-the-default-auth0-login-page-do-this-instead-3ndc

Stop Using the Default Auth0 Login Page (Do This Instead)

1+ hour, 7+ min ago   (275+ words) Don't let a generic login page break your app's user experience. In this tutorial, we dive into the Auth0 dashboard to completely customize the Universal Login branding using the No-Code editor. Learn how to update colors, fonts, border radii (pill buttons…...


kdnuggets.com > how-to-build-effective-evals-for-ai-agents

How to Build Effective Evals for AI Agents

2+ hour, 9+ min ago   (882+ words) Learn how to build effective evals for AI agents, from designing clear tasks and choosing the right graders to building reliable eval harnesses and tracking changes over time. We'll start by looking at what makes agent evaluation different and how…...


dev.to > edifierxuhao > a-run-history-cannot-show-you-a-run-it-never-created-1fm3

A run history cannot show you a run it never created

2+ hour, 33+ min ago   (1118+ words) There is a failure mode in every event-driven system that its own logs are structurally incapable of reporting. Not "hard to find". Incapable. The system accepts a unit of work, answers success, and then the work does not happen. Nothing…...


dev.to > mrdapperx > a-small-runbook-for-reliable-ai-automation-42h6

A Small Runbook for Reliable AI Automation

2+ hour, 29+ min ago   (535+ words) AI automation is easy to demo and surprisingly hard to trust. A tool call works in a notebook, then a network timeout, duplicate request, or half-written result appears in production. The fix is usually not a larger prompt. It is…...


dev.to > renato_marinho > bridging-the-gap-between-ai-agents-and-cicd-quality-gates-2bfg

Bridging the Gap Between AI Agents and CI/CD Quality Gates

3+ hour, 7+ min ago   (1599+ words) We have reached a point where asking an LLM to write code is easy, but asking it to maintain high-quality standards autonomously is difficult. Most developers treat AI assistants as glorified autocomplete engines—they work well within the context of…...


dev.to > tanella > i-got-tired-of-waiting-for-the-backend-so-i-built-a-free-fake-rest-api-12f8

I got tired of waiting for the backend, so I built a free fake REST API

3+ hour, 16+ min ago   (362+ words) mockly is a free fake REST API. Paste JSON, get CRUD with filters, pagination and relations. Backend ready? Change one line in.env. Tagged with webdev, frontend, api, showdev....


dev.to > boris_binyaminov_c5e9cec9 > our-scoping-tool-refuses-in-4-of-the-7-states-it-can-be-in-and-that-ratio-is-not-a-tuning-choice-5hf8

Our scoping tool refuses in 4 of the 7 states it can be in, and that ratio is not a tuning choice

3+ hour, 37+ min ago   (534+ words) What should I build first is the most answerable-looking question in the whole process, which is why every tool answers it on the spot. Ask a chatbot and you get a feature list in twenty seconds. The list will be…...


dev.to > alifar > n8ns-ai-audit-trail-framework-explains-how-to-build-replayable-workflow-records-2c07

n8n’s AI Audit Trail Framework Explains How to Build Replayable Workflow Records

3+ hour, 39+ min ago   (575+ words) An AI audit trail is not simply a dashboard of workflow health. It is a replayable evidence record designed to answer a specific question after the fact: what happened in this particular execution? That distinction matters when a workflow has…...