Testing & Quality

Unit, integration, E2E, contract tests, test data, coverage, and performance/chaos testing.

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hackernoon.com > five-engineering-habits-that-separate-working-demos-from-reliable-software

Five Engineering Habits That Separate Working Demos From Reliable Software

4+ hour, 11+ min ago   (281+ words) This usually does not happen neither in the course of 24 hours nor even in the following sprint, as there are other tickets that need to be implemented. In practice, this means that when creating acceptance criteria for the feature, you…...


nerdschalk.com > how-to-run-a-property-test-after-a-claude-code-edit

How to Run a Property Test After a Claude Code Edit

1+ hour, 45+ min ago   (791+ words) Give Claude Code a test that exposes the bug, then check its result: property tests led it to fix our planted bug in all three suite-pass runs. When you ask an AI coding agent to make tests pass, its checks…...


hackernoon.com > how-to-regression-test-the-systems-evaluating-your-ai-agents

How to Regression-Test the Systems Evaluating Your AI Agents

1+ hour, 15+ min ago   (732+ words) An agent is supposed to call lookup_order, then issue_refund, then explain the result. The trace shows exactly that sequence. The evaluation dashboard marks the run as a failure: “required tool missing.” After an hour of prompt changes, someone inspects the adapter. It…...


forkast.news > mcp-won-the-protocol-war-now-the-community-needs-testing-infrastructure

MCP Won the Protocol War. Now the Community Needs Testing Infrastructure

1+ hour, 7+ min ago   (45+ words) Fortune 500 deployments are outpacing the certification and security testing frameworks that enterprises need to trust the protocol at scale. Blair Hayes Agent Infrastructure All stories by Blair Hayes → |[email protected] Blair Hayes works for Forkast.Minds can also work for you....


github.blog > ai-and-ml > github-copilot > reviewbench-an-open-benchmark-for-ai-code-review

ReviewBench: An open benchmark for AI code review

1+ hour, 34+ min ago   (1399+ words) Learn about artificial intelligence and machine learning across the GitHub ecosystem and the wider industry. Learn how to build with generative AI. Change how you work with GitHub Copilot. Everything developers need to know about LLMs. Machine learning tips, tricks,…...


dev.to > chan_lebron_61e9204b0aa43 > excel-changed-my-csv-ids-catch-the-problem-before-import-4hjp

Excel changed my CSV IDs. Catch the problem before import.

44+ min ago   (517+ words) A CSV can open without an error and still lose the information you needed. The awkward case is an identifier that looks like a number. An account ID of 00123 and a long ID of 9007199254740993 are strings of digits. If an…...


techtarget.com > it-strategy > news > 36/66/51692 > Self-improving-AI-is-widening-what-counts-as-a-software-change

Self-improving AI is widening what counts as a software change

13+ hour, 34+ min ago   (1572+ words) "Self-improving AI" sounds like the kind of phrase designed to make a CIO sit up. If software can look at what happened in production, decide it could have done better and then change how it behaves the next time, the…...


dev.to > revinsoftware > i-asked-production-which-commit-it-was-running-23-behind-main-the-oldest-waiting-19-days-223l

I asked production which commit it was running: 23 behind main, the oldest waiting 19 days

1+ hour, 17+ min ago   (606+ words) A feature was done. The ticket said done, the pull request had been merged four days earlier, CI was green. The screen did not exist in production. Nobody had lied to me. The merge happened, the deploy did not. The…...


dev.to > scott_shoemaker_8d10ccbd2 > crossing-the-deployment-bridge-cloud-run-cors-and-preparing-for-user-testing-ook

Crossing the Deployment Bridge: Cloud Run, CORS, and Preparing for User Testing

1+ hour, 15+ min ago   (376+ words) Getting a full-stack application running flawlessly on your local machine is a great feeling. Getting that same application to run flawlessly on the live internet is an entirely different beast. This past week on MedReach AI, my teammate Collin and…...


dev.to > housharenet > why-ai-coding-agents-cant-grade-their-own-homework-building-an-out-of-context-test-gate-in-python-o0m

Why AI Coding Agents Can't Grade Their Own Homework: Building an Out-of-Context Test Gate in Python

1+ hour, 25+ min ago   (428+ words) When you let an autonomous coding agent (Cursor, Claude Code, Windsurf, custom loops) run its own test suite, you are asking a student to grade their own exam. A recent evaluation of autonomous coding benchmarks revealed an uncomfortable reality: over…...