Currently there are 850,000 patients on the waiting list in England requiring planned treatment to their joints – the largest of any speciality.
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Failures within the system have been known about, and reported on, for years. The BBC has spent more than a decade speaking to bereaved and harmed families following poor care at Morecambe Bay, Shrewsbury & Telford, East Kent, Nottingham, Leeds and a number of other NHS Trusts, gathering evidence of failing maternity services.
In the months since, I continued my real-life work as a Data Scientist while keeping up-to-date on the latest LLMs popping up on OpenRouter. In August, Google announced the release of their Nano Banana generative image AI with a corresponding API that’s difficult to use, so I open-sourced the gemimg Python package that serves as an API wrapper. It’s not a thrilling project: there’s little room or need for creative implementation and my satisfaction with it was the net present value with what it enabled rather than writing the tool itself. Therefore as an experiment, I plopped the feature-complete code into various up-and-coming LLMs on OpenRouter and prompted the models to identify and fix any issues with the Python code: if it failed, it’s a good test for the current capabilities of LLMs, if it succeeded, then it’s a software quality increase for potential users of the package and I have no moral objection to it. The LLMs actually were helpful: in addition to adding good function docstrings and type hints, it identified more Pythonic implementations of various code blocks.
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2026-02-27 12:00:00
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