Caplifi Research

Notes on gates, agents, and proof.

Long-form writing from the build team. No product launch fanfare. Architecture and category arguments you can forward to a security buyer or a skeptical integrator.

July 2, 2026 · Matthew Gallegos

The confirmation step is the product

Personal agents went mobile this week. Demand showed up. So did the failure mode. The fix is not another chat UI. It is deterministic gating before irreversible moves.

AgentsGateSecurity

Notes on gates, agents, and proof.

The confirmation step is the product