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RILayer

RILayer in action

Controlled demonstrations of governed human judgement.

RILayer sits between a machine-generated signal and consequential human action. The current demonstrator makes that governance layer visible through one bounded, synthetic Youth Transition proof-of-concept.

How to use this page

Start with the flagship proof, then use the evidence ladder to see what is demonstrated now, what is still under validation and what remains future transferability work.

Flagship proof-of-conceptAdult early-career transition · 18+ synthetic case

Youth Transition · YT-WM-001

The Chloe Taylor Case

A simulated ATS recommends that an adult early-career applicant should not progress. The current browser release shows the outcome first, lets the observer experience a blocked adverse action, requires evidence review before clarification, preserves the original 61/100 machine score and keeps the employer and candidate decisions separate.

Demonstration boundary

Controlled fictional case · simulated ATS output · no real personal data · no autonomous employment decision · no replacement RILayer score · human-accountable action.

Launch browser demonstrator

The browser demonstrator is the canonical public stakeholder experience and current interactive technical reference.

Four-step proof

Machine signal → governed state → evidence change → accountable human action

YT-WM-001 · synthetic
  1. 01Step 01

    Machine input

    61/100 · DO NOT PROGRESS

  2. 02Step 02

    Governance intervention

    NOT READY FOR AN ADVERSE FINAL DECISION

  3. 03Step 03

    Evidence change

    CHRONOLOGY RECONCILED

  4. 04Step 04

    Human action

    PROCEED TO STRUCTURED INTERVIEW

What the current browser demonstrator contains

Outcome first. Governance experience second. Architecture and evidence underneath.

The experience begins with the complete governed change, then a 60-second path, the dual-lane ownership boundary, lifecycle context, selective Discernment routing and the deeper Case Governance walkthrough.

  1. 01

    Inputs

  2. 02

    Machine Input

  3. 03

    Evidence

  4. 04

    Ready

  5. 05

    Risk

  6. 06

    Bounds

  7. 07

    Route

  8. 08

    Human

  9. 09

    Record

Evidence hierarchy

Prove one governed pathway before claiming broad transferability.

Youth Transition is the current proof-of-concept and validation pathway. The long-term cross-sector architecture remains the proposition; transferability remains something to test.

  1. 01Current proof-of-concept

    Youth Transition · YT-WM-001

    A controlled fictional case showing how RILayer governs an adverse simulated ATS recommendation before accountable human action.
  2. 02Current technical validation

    Integrated browser demonstrator

    The current browser release executes a bounded governance experience and a deeper nine-stage walkthrough, with automated validation of the critical controlled behaviours.
  3. 03Next validation pathway

    PAVRA Youth Transition (opens in a new tab)

    Subject to partner agreement, governance and pilot readiness, the next step is external validation in a relevant Youth Transition environment.
  4. 04Future transferability

    Other decision environments

    Cross-sector transferability remains a future validation question after the flagship pathway has produced credible evidence.

Current public reference

Keep the proof in one governed browser experience.

Stakeholders should use the live browser demonstrator for the interactive journey and the website reference record when they need the portable governance summary. This keeps the public proof aligned with the current implementation.

Open demonstratorView reference record