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The best shift-left is to shift accessibility into AI model training and not bolting it on later

Staying curious and learning more about AI and where it can help with accessibility, I see a lot of work done with bolting it on instead of shifting it left. Seems that shift left needs us once again.

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2026 deserves proactive accessibility governance

Regressions happen, but proper processes can prevent a lot of it. With accessibility it may be more difficult, but systems can help. Fixing one bug and introducing another one reveals poor system processes – consider accessibility governance.

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AI will soon deliver code that will pass automatic testing by default

Thanks to Michael Fairchild and Microsoft, we now have some accessibility benchmarks for a selected range of AI models – where they were tested with automatic accessibility tools after generating sample code. Project is called A11y LLM Eval, and it provides quite some insights, both directly and indirectly.

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It’s not too late for European Accessibility Act activities

Less than a month before EAA start and some organizations still wait with accessibility activities. It is not too late. Stay calm, but make sure you are preparing. It is about process improvement, not perfection.