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A practical method for extracting the signal in fifteen minutes.

What 'agent' actually means now, and the patterns that work.

Why open models matter for safety, science, and competition.

Most 'reasoning' failures are really retrieval failures in disguise.

Distillation and better data are closing the gap with giants — here's what it means.