Why we tried it
Clarify what squared-error properties of predictive averaging can establish.
What the evidence shows
The companion note states the standard conditional-mean squared-error identity.
Where the work stands
The identity is not a new theorem and does not certify physical identification, posterior calibration or optimal control.
Possible next steps
Test physical parameters, belief calibration and task decisions separately rather than substituting a predictive-mean identity.
Suggested next steps are untested research questions, not new experimental results. The archive records manuscript provenance, licensing and status.
