[KongchangAI]
Unverified50% confidenceOpinionExact time

A durable and reliable Agent system needs a three-piece kernel: memory storage, tool contracts, and guardrails; everything else (planning loops, reasoning chains, meta-prompting) is upper-layer scaffolding that can be replaced independently.

1
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50%
Confidence
Long-term
Relevance
10/16/2026
First Seen

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