Category
AI
Building with language models, retrieval and computer vision.
The Python service you no longer have to write
Laravel 13 puts embeddings, reranking and vector similarity in the query builder. For a good share of AI work, the separate Python service h...
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Why most RAG systems fail in production
The demo works and the production system does not. Almost every time, the failure is in retrieval rather than the model — and it is fixable.
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Designing identity verification for bad cameras and slow networks
Verification accuracy is mostly decided before the model runs. Capture quality, retries and review queues matter more than the matching algo...
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Letting an agent act: where to draw the boundary
An agent that only answers questions is a chatbot. Once it can act, the engineering problem shifts from accuracy to authority.
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