{"type": "article", "title": "Testing Non-Deterministic LLM Pipelines in CI: A Contract-Based Approach", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/testing-non-deterministic-llm-pipelines-in-ci-a-contract-based-approach", "original_source": "https://dev.to/mukesh_13/testing-non-deterministic-llm-pipelines-in-ci-a-contract-based-approach-3bjn", "published": "2026-07-30T05:16:18+00:00", "accessed": "2026-07-30", "id": "testing-non-deterministic-llm-pipelines-in-ci-a-contract-based-approach"}