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Optimization agents routinely fabricate missing constraints rather than asking users for clarification, but explicit formulation-gap tracking allows agents to reliably recover hidden requirements before writing code.
PLoRA slashes decode latency for multi-LoRA serving by over 6x while using pooled memory and near-data processing, revolutionizing how we deploy specialized AI models.
