Tag: GenAI
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AI ROI Is Not Usage. It Is Whether the Work Got Better.
A $30,000 AI bill might be waste or the best investment of the year. You only know if you measure work quality, cycle time, rework, and business outcomes — not just usage.
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Build for Model Failure: Why AI Failover Is Becoming Enterprise Infrastructure
As AI moves into production workflows, model availability becomes business availability. Enterprises need routing, failover, evaluation, and resilience planning before provider dependency becomes an outage.
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Harness Engineering: The Real Differentiator in Agentic AI
Prompts and context are table stakes. Reliable AI comes from the harness: validation, state, controlled execution, permission boundaries, and observability.