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Engineering Blog.
Deep technical writing for engineers, data leads and content ops: schema design, retrieval mechanics, MCP feeds, validation harnesses.
Featured · Engineering
The Dark AI Layer
Attribution instruments the click. But the buyer now forms their shortlist inside a conversation that emits no referrer, no UTM, no cookie, no session and no model can measure a touch that was never logged.
Aug 4, 2026 · Chakir EL MESSAOUDI, Co-founder, AYAN
