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At first glance, the benchmarks and their construction looked good (i.e. no cheating) and are much faster than working with UMAP in Python. To further test, I asked the agents to implement additional different useful machine learning algorithms such as HDBSCAN as individual projects, with each repo starting with this 8 prompt plan in sequence:
The fourth tactic requires creating comparison tables and structured data that AI models can easily parse and reference. Language models excel at processing structured information organized in clear, consistent formats. When they encounter well-formatted comparison tables, step-by-step lists, or data organized in predictable structures, they can extract and cite that information more reliably than when similar content appears in dense paragraphs.