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Machine Learning

3 posts
failed python rag experiments

I Ran 4 Vectorless RAG Experiments in Python — Most Failed Spectacularly

Traditional vector RAG barely hits 50% accuracy. Vectorless RAG scored 98.7% — but my Python experiments tell a messier, more surprising story.
beam search advantages over greediness

The Beam Search Renaissance: Why Greedy Decoding Falls Short for Future AI Agents

Greedy decoding has dominated AI reasoning for years—but a 1976 algorithm is quietly outperforming it by up to 40%. Here’s why.
ai methods supervised vs unsupervised

The Hidden Truth: Supervised vs. Unsupervised AI That Experts Won’t Admit

AI experts hide the uncomfortable truth about supervised vs unsupervised learning costs, limitations, and biases. The future demands hybrid approaches. Experts won’t tell you why.