An early look at numericspaceExplore the design-partner pilot
THE RESEARCH AGENDA

What changes
when the rules change?

Explore how policy updates reach active workflows, what a controller can enforce, and what evidence remains afterward. Clear questions. Testable outcomes.

Proposed research, open to evaluation.
CENTRAL RESEARCH QUESTION

How can an AI enactment controller preserve current authorization as workloads move, retry, and release results?

The emphasis is on observable behavior at defined control boundaries—and an accurate account of what remains outside them.

A WORKING AGENDA

Questions to test, with the assumptions left visible.

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01 / POLICYResearch

Policy changes across
active workflows.

How should updates affect retries, parallel branches, and handoffs? Define the authoritative policy version at each checkpoint, then test delayed updates and decisions made near a policy change.

EVALUATE

Propagation delay · stale decisions · checkpoint behavior

02 / RECOVERYResearch

Cancellation and
incomplete information.

External work may continue after permission changes. Test how the controller distinguishes a requested cancellation, a confirmed stop, completed side effects, and an outcome it cannot yet establish.

EVALUATE

Status accuracy · reconciliation · repeat-operation risk

03 / EVIDENCEResearch

Decisions that
can be examined.

Connect the policy, selected action, and cost information available at the time. Ask whether an independent reviewer can reconstruct a decision, including a missing acknowledgement or a late usage report.

EVALUATE

Evidence coverage · missing records · overhead

04 / ALLOCATIONFuture direction

Auctions for
eligible compute.

Could independent providers compete for eligible tasks on price, availability, and verifiable enactment requirements? Study strategic bids, observable quality, non-completion, and cancellation terms. Incentive guarantees would depend on explicit assumptions.

OUTSIDE THE INITIAL PILOT

Mechanism design · supplier incentives · settlement

A PRACTICAL EVALUATION

Measure the behavior.
Keep the assumptions visible.

Start with controlled workloads and explicit policy changes. Compare an initial-authorization baseline with checks at the proposed boundaries, using the same workload and timing of injected events.

  1. 01
    Define the boundary

    Specify the controlled actions, policy authority, worker capabilities, and what counts as an observed outcome.

  2. 02
    Introduce a change

    Repeat the same policy change before dispatch, during an external attempt, and before result release.

  3. 03
    Inspect the outcome

    Compare action traces, unresolved events, reported usage, and the evidence a reviewer can reconstruct.

  4. 04
    Report the limits

    Report timing and failure assumptions, workload variation, and unsupported actions alongside the results.

AN EVALUATION PLAN, NOT RESULTS

Choose the event.
Inspect the consequence.

Success criteria belong to the agreed workflow. These proposed measurements make the trade-offs and unresolved cases explicit.

Proposed test scenarios and measurements
Change to introduceBehavior to inspectMeasure or report
Revoke a destinationCheck the next dispatch and transfer, including parallel work that started earlier.Policy-application delay; decisions using an older version; prior transfers.
Reduce the budgetInclude pending external work when deciding whether another attempt is eligible.Settled and reserved exposure; late charges; blocked or approved attempts.
Lose a provider responsePreserve an unknown outcome until evidence supports a retry or reconciliation.Unresolved duration; duplicate-operation risk; status accuracy.
Change a release ruleEvaluate a completed result before forwarding it through the controller.Release decisions and latency; missing evidence; completed external side effects.

Compare like with like. Hold workload volume, quality requirements, and enactment endpoints constant where possible. Include retry, failure, and evidence-recording overhead.

Report uncertainty. A missing provider acknowledgement is an unknown outcome. An estimated charge is not a settled cost. The evaluation should retain those distinctions.

A transparent starting point.

This agenda describes proposed questions. It does not claim published results, verified novelty, universal enforcement guarantees, or measured customer outcomes.

Concept

A proposed product design.

Pilot scope

Capabilities to define and evaluate for an agreed workflow.

Research

An open question with no committed outcome or availability.

Define a testable workflow →

Find the evaluation worksheet and planning resources ↗