Leone Intelligence SystemsInsights
The Production AI Brief.
Practical field notes on enterprise agents, evaluation, GraphRAG, approvals, deployment, and the ownership problems prototypes hide.
A production gate is a decision record
A useful evaluation trace names the failure condition, accountable reviewer, evidence source, and handover owner before a system is called ready.
Leone Intelligence SystemsA decision-ready evaluation states what counts as failure, who reviews it, what evidence settles it, and what happens next.
Evaluation - 6 minGraphRAGChoose a graph when relationships change the decisionGraph structure earns its place when ownership, exceptions, or constraints must be followed across records before an operator can act.
GraphRAG - 7 minControlsDesign approval controls before tools leave the sandboxExternal actions need a visible review point, bounded permissions, a stop path, and a record of who approved the action.
Controls - 5 minOne useful email per month.
No hype-cycle commentary. Only patterns from systems that reach operational review, acceptance gates, and handover.