CDP data activation LLM agents customer data data stack
CDP Activation in 2026: When Your Data Stack Earns Its Keep
LLM agents now browse, dbt evolves, and Claude Code ships faster. Here's what it means for CDP teams activating customer data in Southeast Asia.
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Why LLM Agents in CEP Need Offline Evaluation Frameworks
LLM agents are entering customer engagement platforms fast. Here's why offline evaluation rigor is the difference between smart automation and silent failure.
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LLM Agents in Production: Why Evaluation Is the Real Work
Building LLM agents is the easy part. Proving they work in production—reliably, at scale—is where most teams quietly fail. Here's how to fix that.
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