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A model can produce fluent text and still fail the job. It may classify a complaint incorrectly, retrieve the wrong policy, miss code-mixed language, expose a private field or generate an answer that sounds certain without evidence.
If you’re more interested in asking why a model works than just using it off the shelf, a career as an AI research scientist might be the right fit for you.
What is vibe coding? Vibe coding is an AI-assisted way of building software where you describe what you want in plain English and an AI model generates, runs, and iterates on the actual code, rather than you writing it line by line.
There are plenty of LLM projects you can build in 2026, and they can take you into very different areas of the technology. You could work with retrieval and documents, build an agent that uses tools, create a coding assistant, or focus on evaluating how well a model performs a particular task.
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