Dual-evidence controlPrivacy-firstDeterministic policyPowered by QEIv15™

How X-40™ works

X-40™ is not a model. It is a governance layer that sits above LLM and ML outputs and returns a policy decision: ACCEPT or REQUIRE_VERIFICATION. It is designed for production: auditability, repeatability, and risk control.

Powered by QEIv15™ — NeoAmorfic’s physics kernel that computes structural anchors (Φ, κ, ΔS families) from time-series and trace telemetry to support dual-evidence governance.

Channel A — Behavioral Trace (telemetry)

X-40 reads model or pipeline behavior: uncertainty dynamics, confidence margins, repetition patterns, and drift relative to baselines. This can work without storing user content.

Channel B — QEIv15™ Structural Evidence (configurable)

This is the differentiator. X-40 can compute an independent evidence channel using QEIv15™ anchors (via ResearchCore). We call it configurable because some teams run “telemetry-only” mode for latency or strict privacy boundaries. In high-stakes environments, we recommend enabling QEIv15™ evidence by default.

Baselines and drift (how governance becomes real)

X-40 governance is baseline-driven. We calibrate baselines per prompt class/workload profile (e.g., finance summaries, legal drafting, support replies). X-40 then measures drift relative to those baselines and decides whether auto-accept is safe.

Deterministic safety envelopes (non-negotiable)

Where semantics matter, X-40 enforces deterministic constraints: attack/prompt-injection handling, unknowns enforcement (prevent confident fabrication), and math verification (accept only if deterministically verified).

Why this matters

Many governance methods rely on extra model calls (judge/self-consistency) or only uncertainty heuristics. X-40 adds a second, independent evidence channel (QEIv15™) and deterministic envelopes, so teams can reduce “shipped incidents” with an auditable policy layer.