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Kozuchi Agent achieves a remarkable 74.8% success rate in software repair tasks, setting a new standard for open-weight agents in the field.
ICBQ not only cuts perplexity in quantized models but also salvages performance where traditional methods falter, redefining efficiency in model compression.
Agents can evolve at machine speed, but their evolution is tethered to human authority and evidence-based verification.