Why Access Control Cannot Be an Afterthought
Enterprise AI must filter data before retrieval. Prompt instructions are not security controls, and retrieval indexes must not be the authority for permissions.
Research notes
Short updates, implementation decisions, and evolving thoughts on AI-native business software.
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Semantic Ingestion as the Missing Layer
Business inputs arrive messy and continuous. A semantic ingestion layer turns them into governed memory without losing ground truth.
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Why Enterprise AI Needs Memory, Not Just Chat
Chat interfaces are easy to demo but insufficient for work. The hard part is persistent, governed, traceable business memory.