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Perspectives
We're in the Translation Phase of AI
We're past novelty – now the work is translating AI into workflows, ethics, and real decisions.
16 November 2025 3 min read Michelle Williams
We are past the novelty stage of AI.
The work now is translation.
Translation between:
• tech and teams
• tools and workflows
• ideas and decisions
• complexity and clarity
• “AI can do this” and “here is what we actually need”
This is where ethics, safety, and governance come in.
This is where redesigning workflows matters.
This is where language becomes the lever.
We do not need more hype.
We need more translation.
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