Tagged "quality-assurance"
6 articles tagged quality-assurance, 18 February 2026 to 16 July 2026. Newest first.
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AI-Generated UI Is Inaccessible by Default—Critical Lessons for Local Deployment
Research reveals that AI-generated user interfaces have significant accessibility issues out-of-the-box, highlighting the need for careful design and testing when deploying LLMs in production applications.
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The AI Definition of Done: Establishing Quality Standards Beyond Human Review
An exploration of how teams should define completion and quality for AI-generated outputs, moving beyond simple human-in-the-loop approaches. This guidance is essential for maintaining reliability standards in self-hosted LLM deployments.
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Control AI Risk with Pre-Built Frameworks and Ready-to-Run Evaluations
Atlas provides pre-built frameworks and evaluation tools for assessing and controlling risks in AI systems, offering practical solutions for local LLM operators who need robust safety and reliability measures.
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How to Test AI Agents When They Never Give the Same Answer Twice
A comprehensive guide addressing the challenge of evaluating and testing AI agents whose non-deterministic outputs make traditional testing methodologies difficult.
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LucidShark – Local-first, open-source quality and security gate
LucidShark is a new open-source tool designed for local-first quality assurance and security validation, enabling developers to run content moderation and safety checks on-device without cloud dependencies.
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Same INT8 Model Shows 93% to 71% Accuracy Variance Across Snapdragon Chipsets
Testing reveals significant accuracy variance (93% to 71%) when deploying identical INT8 models across different Snapdragon SoCs, highlighting critical mobile deployment considerations.