News
AI Test Automation Architecture: The 3-Layer System
6+ hour, 10+ min ago (132+ words) AI test automation architecture is the system that tells AI what to test. It also defines how to run tests and prove the result. I split it into three layers: orchestration, execution, and evidence. Without all three, AI testing becomes…...
Hacktron Raises $2. 9 M to Bring Security Testing Into Every Code Change
11+ hour, 31+ min ago (106+ words) Hacker Noon Hacktron Raises $2. 9 M to Bring Security Testing Into Every Code Change Into tech, AI, startups and blockchain We Fi Visa Deal Shows Stablecoins Still Need a Spending Layer 2 Truly Unique Use Cases of the Metaverse Automating the Correctness…...
Beyond Code Coverage: Functionality Testing with Playwright " Marlene Mhangami, Microsoft
10+ hour, 29+ min ago (534+ words) Marlene Mhangami presents data showing Git Hub code creation accelerating to 14 billion projected commits in 2026, driven by AI agents. She argues that true productivity gains require clean codebases and advocates for behavior-driven test development using Playwright with AI agents, where…...
Azertio: API and Database Testing Without the Glue Code
16+ hour, 37+ min ago (1155+ words) The tests work. But they are a project in themselves. Azertio is a new open-source testing tool that takes a different approach: instead of writing glue code, you declare plugins. Instead of managing a build file, you configure a YAML…...
How to Test a REST API Automatically Without Writing Code
16+ hour, 37+ min ago (101+ words) If you've ever built a REST API, you know the pain. You test it manually in Postman, everything. .. Tagged with api, testing, automation, webdev....
How I Built a Lightweight Kg to Lbs Converter Firefox Extension
17+ hour, 4+ min ago (23+ words) Well, In this project, I wanted to create a very lightweight and fast Firefox extension focused on. .. Tagged with javascript, showdev, sideprojects, webdev....
Enhance debugging selenium with chrome devtools mcp
19+ hour, 55+ min ago (467+ words) Debugging a browser-based E2 E test is fundamentally harder than debugging a unit or component test. With unit tests, failures are usually deterministic and isolated. You have stack traces, local state, and direct control over execution flow. Browser automation is different....
LLM Evals Are Based on Vibes " I Built the Missing Layer That Decides What Ships
21+ hour, 16+ min ago (1773+ words) How I built a lightweight evaluation system that measures faithfulness, detects hallucinations, and turns subjective LLM outputs into reproducible metrics " all in pure Python This article shows a full working implementation in pure Python, with real benchmark numbers. Most teams…...
Backtesting an ICT strategy at 184 speed: timezone-cache + bisect lookup
1+ day, 6+ hour ago (809+ words) I have been running an ICT-based reversal strategy live on US500 for a few months. The strategy itself is fine, but the bottleneck was nowhere near the strategy logic. It was in the backtest harness. A 30-day single-instrument simulation took 27 minutes…...
Marlene Mhangami: Playwright for Functionality Testing
1+ day, 11+ hour ago (210+ words) Marlene Mhangami, a Senior Developer Advocate at both Microsoft and Git Hub, recently delivered a presentation titled "Beyond Code Coverage: Functionality Testing with Playwright." Mhangami, who works within the Core AI group focusing on developer productivity, shared insights into how…...