Bind the actor, authority, action, and destination.
THE SYSTEM
Know why
before you act.
Minority Prophet makes recorded evidence lineage inspectable. Border binds the proposed crossing. Gate controls the consequence. The pieces remain separable, and evidence never becomes authority by itself.
VALUE UP FRONT01 02 03
Challenge copied evidence without granting permission.
Release only the exact consequence the owner allowed.
01 / THE CONTROL LOOP
Gate holds the action.
Evidence comes back.
Bring your own identity, policy, and runtime. Minority Prophet reads the evidence structure; Gate keeps the action frozen until a final decision is made.
↓
Deterministic policy first. Evidence-sensitive questions enter independent-root assessment.
PROCEED · BLOCK · REQUEST EVIDENCE · ESCALATE↓ FINAL DECISION ONLY
An MP receipt, a valid signature, a successful transport, or a human handoff cannot skip Gate. Border authenticates and binds; Minority Prophet evaluates evidence structure; Gate decides consequences.
02 / THE KNOWLEDGE LEDGER
Keep the answer.
Keep the doubt.
Most logs preserve what a system concluded. A Knowledge Ledger receipt also preserves how fragile that conclusion is and why the system may need to abstain.
The decision is measured in protected evidence origins, not repeated voices.
This is a root-flow unit—not a count of attacks, incidents, or compromised keys.
It stays beside flip budget because one conversion moves the margin by two units.
Unsearched locations, unattributed evidence, shared dependencies, side separation, and the abstention reason remain visible.
These metrics describe the declared evidence record. They do not count real-world incidents, prove that roots are true or independent, or authorize an action.
03 / EMBODIMENT
A judgment can reach a body.
Not an unlimited one.
Embodiment is the consequence layer made physical: a bounded prototype tests whether an evidence judgment can cause one pre-authorized action, observe the body, and return a receipt without giving a model general physical control.
Exact body identity, calibration, named actions, legal transitions, budgets, workspace state, and emergency-stop status.
Thin, conflicting, or malformed evidence produces no motion. An evidence judgment still does not widen the human envelope.
No arbitrary motor commands. No newly invented action. No silent expansion of authority.
Record intent before action, observe the resulting state, and emit a hash-bound embodiment-health receipt.
BOUNDED EMBODIMENT
The research prototype demonstrates the control pattern, not general robot autonomy: evidence may release one named action inside a human-defined envelope, while the body remains observable and externally stoppable.
04 / COMPOSABLE LAYERS
Adopt one layer.
Keep your stack.
Use the evidence graph alone, call the analysis service, place Gate before a protected runtime, or connect your identity system through Border.
Border
Binds one exact journey before it crosses a protected boundary.Border intersects the declaration, current authority, destination policy, action, time box, and optional human control. Approved execution boundaries may later emit witness stamps.
Inspect Border →Evidence graph
Makes repeated support collapse back to its recorded origins.An append-only claim and evidence DAG validates ancestry, propositions, side consistency, and resolvable root evidence.
Inspect the graph →Minority Prophet engine
Returns evidence structure without returning a truth label or permission.Call it through HTTP, MCP, or an in-process adapter. The response carries roots, dependence, warnings, and uncertainty—not an answer key.
Read the runtime guide →Knowledge Ledger
Preserves the conclusion, its uncertainty, and how close it is to changing.Roots, coverage, margin, reversal pressure, shared dependencies, and reasons for abstention travel with the conclusion.
Open the research program →Gate and evidence router
Keeps uncertain actions frozen while the system gathers what is missing.Gate can proceed, block, request bounded evidence, or escalate. Its neutral router may return to the same agent, a human, a program, or an epistemic service before Gate reassesses the complete evidence set.
Inspect Gate →05 / YOUR TRUST BOUNDARY
We inspect evidence.
You control authority.
Minority Prophet does not replace identity, key custody, revocation, network policy, runtime security, or human accountability. It gives those systems a clearer account of what the evidence can support.
See exactly what is supported →