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autonomous testing

5 articles · Page 1 of 1
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Aug 13, 2026 · Artificial Intelligence

Experiment Shows AI Nearing Fully Autonomous Testing—Implications for Future Software Development

In a recent experiment, the author gave only a prompt to OpenCode, an AI system that autonomously planned six testing tasks, performed analysis, designed 46 test cases, generated and executed scripts—fixing errors on the fly—and produced a complete test report within about 26 minutes, highlighting the imminent shift toward AI-driven autonomous testing and prompting questions about future software development processes and organizational structures.

AI testingAI-driven testingOpenCode
0 likes · 3 min read
Experiment Shows AI Nearing Fully Autonomous Testing—Implications for Future Software Development
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Mar 15, 2026 · Artificial Intelligence

When AI ‘Crayfish’ Takes Over Testing, Where Do 80% of Testers Go?

The article demonstrates how an LLM‑powered agent (nicknamed “crayfish”) equipped with OpenClaw and Playwright MCP can autonomously perform web‑testing tasks—handling environment setup, visual OCR, error recovery and reporting—showing a shift from fragile scripted automation to intent‑driven testing and warning that traditional test engineers have little time left to adapt.

AI testingLLM agentsPlaywright
0 likes · 11 min read
When AI ‘Crayfish’ Takes Over Testing, Where Do 80% of Testers Go?
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Oct 9, 2025 · Artificial Intelligence

From Smart Testing to Autonomous Testing: Theory and Practice

The article examines the evolution from intelligent, assistant‑style testing to fully autonomous, LLM‑driven test agents, outlining four core capabilities, real‑world implementations across unit, API, and UI layers, and the technical pillars that enable self‑learning, self‑healing, and multi‑modal testing.

AI agentsKnowledge GraphLLM
0 likes · 11 min read
From Smart Testing to Autonomous Testing: Theory and Practice