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The 5-Layer AI Guardrails System That Catches What GPT Misses
How we built a progressive AI safety middleware with 5 input layers and 4 output layers that balances catch rate, latency, and cost. Here is a prompt that sailed right through a vanilla GPT-4 content...
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Crafting the Eyes for Thinking Machines: The Stability Battle
Deep Learning models are not thinkers. They are lazy students. If you give them a loophole to minimize loss without actually learning, they will take it every single time. Lazy student problem Introd...
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RAG is Not Enough: When Retrieval Augmented Generation Fails in Production
Photo by Solen Feyissa on Unsplash Everyone writes about how to build RAG. Nobody writes about where it breaks. After running retrieval-augmented generation pipelines serving millions of queries, here...
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