Cyril blog https://getcyril.com/blog/ How Cyril is built — an AI-native business operating system. en Letting AI act safely needs one audit log, not five https://getcyril.com/blog/agents-need-one-audit-log/ https://getcyril.com/blog/agents-need-one-audit-log/ Generative AI answers questions; agentic AI takes actions — and actions are where trust is lost. Why safety is one permission model and one audit log. Cyril team Tue, 02 Jun 2026 00:00:00 GMT Every record explains itself: the ai_context serializer https://getcyril.com/blog/every-record-explains-itself/ https://getcyril.com/blog/every-record-explains-itself/ Every Cyril entity has an ai_context serializer: a deterministic, schema-aware view built for the model rather than the database. Why grounding needs it. Cyril team Wed, 20 May 2026 00:00:00 GMT Why AI-native platforms win — and what that actually means https://getcyril.com/blog/why-ai-native-platforms-win/ https://getcyril.com/blog/why-ai-native-platforms-win/ Bolted-on AI demos well and falls apart in real workflows, for structural reasons. The engineering decision that separates AI-native from AI-added-on. Sam Akbari Fri, 08 May 2026 00:00:00 GMT