ĀRU MEANING LANGUAGE™ · RESEARCH PROTOTYPE

AI proposes.
The host decides.

An agent asks to use a tool. An app asks to show an interface. ĀML makes the host's policy decision and its evidence inspectable at both boundaries. Change one input below and follow the exact path.

proposal → exact rule → host decision → receipt

Local illustration only. No tool runs, no message is sent, and no person is asked to approve.

ĀML / TWO BOUNDARIES

AGENT PROPOSAL · SEND_MESSAGE

Requested destinationoutsider@example.test
HOST RULE send_message → team@example.test only
Host decisionBLOCKED

0 tool callbacks; no exact policy rule.

Illustrative local fixture · no live messageInspect this path ↗
01 / TRYInspect an agent action ↗Change the destination; see the exact host rule and receipt. 02 / VERIFYRun the enterprise pilot ↗Replay receipts and test a deliberate mutation. 03 / INTEGRATEStart from a clean package ↗Use the consumer rehearsal and inspect the release boundary. 04 / CHALLENGETest an agent boundary ↗Inspect 13 published cases; bring an outside implementation.
PRESERVE / RECHECK / EVOLVE

Built for the next interface. And the next.

An ĀML evidence capsule packages a decision receipt with a readable summary and two integrity digests. Keep the evidence when the screen, framework, or organization changes.

01 / CAPTUREKeep the original receiptDeclared intent, policy decisions, output, and audit evidence travel together.
02 / VERIFYRecheck every bindingRecalculate capsule digests, receipt integrity, summary, and any present signature.
03 / RENEWLink the next recordPreserve the original bytes. A SHA3-512 successor requires verifier-trusted witness quorum.
04 / RECOVERVerify across runtimesOpen a cold archive offline. Python checks capsules, signatures, and witnesses with external trust.
CAPSULE v1 · SHA-256 + SHA-512 · STRICT JSONExplore the preservation contract ↗

Read the append-only renewal contract ↗ · Pack an offline archive ↗ · Review versioned handoff ↗ · Repair from two shares ↗ · Model common storage failures ↗

Integrity alone does not establish truth, independent validation, trusted identity, or a guarantee of long-term cryptographic security.

Existence is not justification.

Conventional markup presents every declared element. The ĀML prototype inserts an inspectable policy decision before presentation.

Legacy rendering

Valid markup → rendered element.

ĀML accountable rendering

Declared meaning → policy evaluation → decision.

Operate the gate.

Change claimed restoration value. The same element may be allowed, degraded, or suppressed—and the rationale updates immediately.

The difference is inspectability.

01 · Meaning

Purpose and semantic value become explicit inputs, not invisible author assumptions.

02 · Decision

A named policy evaluates the element before the browser receives its final state.

03 · Accountability

The build emits both interface output and a machine-readable decision record.