Raice.dev was not created as an AI experiment, a telemetry wrapper, or a bot dressed up as intelligence.
It was created to solve a specific problem PMG encountered while operating in high‑pressure competitive environments:
Critical decisions are still made by humans, yet most software ignores the decision‑maker entirely.
Most systems labeled as AI do one thing well: process data.
They analyze inputs, generate outputs, and assume the right decision will naturally follow.
In reality, decisions don’t fail because of missing data — they fail because:
Bots optimize for answers. Operators need support for decisions.
Raice.dev exists to inform the right decision‑maker at the right time in a way traditional software and bots cannot.
It does this by observing, interpreting, and responding to an aggregate of intelligence, not just data.
At its core is a Decision‑Maker‑In‑Loop (DMIL) framework — designed to understand how humans actually decide when stakes are high.
Raice.dev focuses on DMIL decision signals, including:
Instead of removing humans from the loop, Raice.dev is built to support them inside it.
Motorsport is the ideal proving ground for Raice.dev because it provides dynamic, high‑volume data sets inside a stress environment that produces immediate, objective feedback in critical situations.
Every session forces real decisions:
The outcome is visible, measurable, and unforgiving.
While motorsport is the proving ground, the decision framework Raice.dev is building translates directly to executive decision‑making under pressure.
Any environment where:
…is a natural extension of what Raice.dev is designed to support.
The foundational concepts behind Raice.dev are informed by a provisional patent filed in 2025 by the team’s founder for Neural Relay Protocol — a framework focused on human decision-making inside high-pressure systems.