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AI is moving from isolated experiments to something organisations have to run at scale: more use cases, more teams, more exposure. Most companies arent set up for it. They lack the operating model, the guardrails and the
Design, build, and maintain features across the full stack (frontend, backend, APIs, databases) Manage code through Git/GitHub — version control, pull requests, code reviews, and CI/CD pipelines Use AI tools (e.g., Copilot, Claude) to speed up
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