Building RAG Systems That Don't Hallucinate
Retrieval-augmented generation is easy to demo and hard to trust. Here is what separates a toy from a system you can put in front of customers.
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The 8purple blog
Applied AI
4 articles tagged “Applied AI”.
LLM Agents Beyond the Demo: What Production Actually Looks Like
Agent demos run a perfect path once. Production agents face the other 200 paths. Here is how to design for the ones the demo never showed.
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Fine-Tuning vs Prompting: Choosing the Cheaper Path
Fine-tuning feels like the serious option. Most of the time it is the expensive answer to a question prompting already solved. Here is how to tell them apart.
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How to Actually Evaluate an LLM Feature
You cannot ship what you cannot measure. Evaluating generative systems is harder than traditional software testing — and skipping it is how good demos become bad products.
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