Journal

Notes on systems

Ops AI, data and method.

Ops

From a call to CRM records without “another chatbot”

Conversation intelligence as an approved writeback — not an answer for its own sake.

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Method

Audit, provenance, human-in-the-loop

Why an agent without a trace is a demo, not a system. The same logic applies to a TMS and a data warehouse.

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