Research. Questions in the open.

Longer-form investigation into applied AI systems, workflow design, evaluation and meaningful human authority.

Claims belong beside method, evidence and limits.

  1. R/01Working paper

    Human authority as systems architecture

    What must be designed into a workflow for human oversight to be meaningful rather than ceremonial?

    Method
    Map permission, evidence, uncertainty, approval, escalation, reversal and accountability across real workflow stages.
    Current limit
    A framework in active development; it is not presented as a completed empirical study.
  2. R/02Field research

    The administrative tax on professional judgement

    Where does skilled professional time disappear before substantive work can begin?

    Method
    Trace matter preparation, search, document handling, recording and coordination as one connected system of work.
    Current limit
    Sector and organisation baselines vary; measures must be established with each team rather than generalised blindly.
  3. R/03Design enquiry

    Customer service after automation

    How can AI reduce routine handling without removing access to empathy, discretion and accountable help?

    Method
    Examine hand-off quality, handler context, escalation rights and resolution authority—not containment rate alone.
    Current limit
    A research direction informed by public cases and delivery patterns, not a claim about a deployed Boring Future product.

Bring us the problem that keeps repeating.

A free conversation, thirty to forty-five minutes. If it repeats across businesses, it may already be on its way to becoming a pattern.