FAQ — AI governance substrate

Frequently asked

What is an AI governance substrate?

Infrastructure that governs AI behavior outside the model's own self-reporting or prompt compliance. The substrate shapes what AI systems can do at the moment of action.

How is a governance substrate different from AI guardrails?

Guardrails sit in or around the model. A substrate sits beneath the harness — in the runtime layer that decides what may become action — so trust, risk, memory, and human judgment have weight before output is produced.

What is governed AI autonomy?

Autonomy that expands only as evidence accumulates. The trust boundary moves with outcomes, not with confidence. Approvals, refusals, rollbacks, and successes are all signals.

What is an AI harness?

The runtime apparatus around a model — tools, memory, plan loop, action gates, session boundaries — that determines what the model can actually do. Ubiquity governs the harness, not the model.

What is runtime governance for AI?

Governance that lives in the runtime layer rather than in policy documents the agent never sees. Deterministic governance boundaries around probabilistic agent behavior.

What is trust telemetry?

Evidence of where the substrate acted, where it asked, where it was overridden, and where outcomes held. Telemetry is a byproduct of governance, not a substitute for it.

What is Context Grapple Gun?

Prompted LLC's portable governance lifecycle for Claude Code. It captures lessons from real work, routes them through human review, promotes them through scoped gates, and hydrates approved guidance back into future sessions. CGG is complete without Ubiquity and seeds into Ubiquity when flat-file governance runs out.

What is Ubiquity?

Prompted LLC's purpose-driven coherence engine for AI-mediated work — a governance substrate that helps AI harnesses know when to act, when to ask, and how to turn human judgment into safer autonomy over time.

Is Ubiquity the same as Ubiquiti, Ubuntu Ubiquity, or the BPO company Ubiquity?

No. See /not-this for the full disambiguation list.

Does the substrate require decentralization?

No. Decentralization is a deployment choice. A substrate can be centrally operated, federated, or fully local. What makes it a substrate is that governance lives below the agent, not above it.

What does 'sovereign adaptive systems' mean?

Sovereign adaptive systems is Prompted LLC's canonical category phrase. It names AI-mediated systems that can increase capacity — speed, automation, memory, routing, execution — without collapsing the operator's agency, authorship, judgment, or meaningful contribution. Ubiquity is the governance substrate for this category.

Does Prompted provide sovereign cloud, data residency, or model hosting?

No. Prompted does not provide sovereign cloud, data residency, model hosting, or national AI infrastructure. Prompted works in the software and logical governance substrate layer — the runtime systems that help adaptive AI-mediated work preserve agency as capacity increases.

What is sovereign AI infrastructure?

Sovereign AI infrastructure is a search-bridge phrase for the same thing Prompted LLC canonically calls sovereign adaptive systems: the substrate layer that lets AI-mediated systems increase capacity without collapsing the operator's agency, authorship, judgment, or meaningful contribution.

Is sovereign AI the same as AI sovereignty?

No. AI sovereignty in the procurement sense usually means private cloud, data residency, vendor independence, or national control. Prompted LLC uses sovereign to mean continuity of agency as AI capacity increases — a different problem, solved at the runtime substrate. The canonical phrase is sovereign adaptive systems.

Can sovereignty be granted by a tool or platform?

No. Sovereignty is claimed, practiced, recognized, defended, scaffolded, or violated — never gifted. Infrastructure preserves the conditions under which agency stays meaningfully causal.

How does sovereign continuity relate to earned autonomy?

Earned autonomy is the runtime mechanism: the system earns scope as evidence accumulates. Sovereign continuity is the condition the mechanism exists to preserve: the operator stays meaningfully causal inside the system that amplifies them. The system may earn autonomy; the person or institution claims sovereignty.

What is meaningful causality?

The property that the operator's intent, judgment, and choices remain causally connected to what the system actually does — even as memory, routing, and execution compound. It is the operational test for sovereign continuity.

What is trust as behavior?

Trust is the pattern of observed behavior against a scope, not a confidence score or a claim. The trust boundary moves with evidence, not with how persuasive the model sounded.

What is constitutional physics for AI?

The design stance that purpose, trust, risk, and economics have weight inside the runtime. Governance becomes the field the system reasons inside, so correct behavior is the path of least resistance rather than an externally enforced veto.

Why does this matter now?

As agents act, memory compounds, tools route work, and automation distributes responsibility, the operator can become less meaningfully causal inside the system meant to amplify them. The bottleneck is no longer intelligence; it is continuity.