Eighty percent of AI use cases meet expectations. Only 23% prove business value. The gap isn’t a technology problem — it’s the unglamorous work that determines which deployments compound and which ones stall.
Academic benchmarks show task completion rates dropping from 80% to 45% without persistent memory. Here's what production-grade memory architecture actually requires — and why most agentic AI deployments are walking into it blind.
Fifty-six percent of CEOs have seen zero cost or revenue improvement from AI investment. The bottleneck isn’t the model — it’s the harness. Here’s what harness engineering is, why it matters, and how to know if your organization is ready.