Published Oct 5, 2026, 10:06 AM ET · Updated a month ago · 1 source

Raw model intelligence is insufficient; agents need a system layer of memory, retrieval, tools, tracing, and coordination

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Original Report

Even advanced models like GPT 6 Astra require an external system layer—memory, changing context, retrieval, tools, execution, traces, and coordination—because raw intelligence alone cannot handle these functions.