Alex Merced • 7/6/2026

Personal Context vs. Shared Context: A Deep Dive Into How Humans and Organizations Should Feed Their AI Agents

This article dives into context engineering, a discipline focused on feeding AI agents the right information to avoid failures. It distinguishes between personal context (tailored to individuals) and shared context (governed for organizations), covering approaches like files, memory services, knowledge bases, and enterprise tools. The piece includes optimization techniques, failure case studies, and decision frameworks, targeting developers and IT professionals building reliable AI systems.

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#Context Engineering #AI Agents #Enterprise AI