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Woodpecker Software Testing
Woodpecker Software Testing
Apr 20, 2026 · Artificial Intelligence

Multimodal Testing in Practice: From Theory to Real-World Deployment

With multimodal large models like GPT‑4V, Qwen‑VL and Kosmos‑2 entering critical domains, this article dissects the unique challenges of testing such systems and presents four technical pillars—cross‑modal adversarial generation, golden multimodal ground truth, traceable reasoning chains, and modality‑drop stress testing—plus an open‑source CI/CD pipeline.

AI reliabilityCI/CD pipelineground truth
0 likes · 9 min read
Multimodal Testing in Practice: From Theory to Real-World Deployment
Baidu Geek Talk
Baidu Geek Talk
Oct 24, 2022 · Operations

Baidu Search Business Unmanned Delivery Practice: Risk-Driven Quality Assurance Exploration

Baidu’s search division implements risk‑driven quality assurance to achieve unmanned delivery by automating test selection, eliminating manual hand‑offs, and introducing comprehensive testing, stable‑build, and precise‑evaluation capabilities, enabling over 90% of requirements to be self‑tested and more than 40% delivered without human intervention, dramatically cutting costs.

BaiduCI/CD pipelineDevOps
0 likes · 11 min read
Baidu Search Business Unmanned Delivery Practice: Risk-Driven Quality Assurance Exploration
Tencent Cloud Developer
Tencent Cloud Developer
Jun 7, 2021 · Operations

DevOps Continuous Integration Practices in Large-Scale Projects

The article outlines how large‑scale projects can achieve reliable, fast releases by adopting DevOps continuous‑integration practices such as trunk‑based development, comprehensive automated testing, versioned artifact storage, configuration‑as‑code pipelines, Docker layer caching, and staged builds that prioritize short tasks and parallel execution to minimize manual effort and maintain quality.

CI/CD pipelineDevOpsDocker Cache
0 likes · 20 min read
DevOps Continuous Integration Practices in Large-Scale Projects
Byte Quality Assurance Team
Byte Quality Assurance Team
Apr 28, 2021 · Cloud Computing

Ensuring Release Quality and Security for Cloud Server-Side SDKs: Practices and Pipeline Construction

This article details the engineering practices and pipeline construction strategies employed by Volcengine to ensure the release quality, security compliance, and version control of its multi-language server-side SDKs, addressing common challenges in code review, automated testing, and continuous delivery workflows.

CI/CD pipelineCode reviewDevOps Practices
0 likes · 7 min read
Ensuring Release Quality and Security for Cloud Server-Side SDKs: Practices and Pipeline Construction