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Building a Practical AI Workflow for a Small Business

When a business introduces an AI tool, the interesting question isn't whether the model can generate a good answer. It's whether the complete workflow produces a reliable result. A marketing team might use an LLM to draft campaign copy. An operations team might summarize incoming requests. Both use cases sound simple until context is missing, output formats change, or someone needs to verify the…

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AI's Blind Spot for African Biodiversity

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked While frontier AI models achieve high scores on standard academic benchmarks, localized ecological and biodiversity…

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