ora-0090

6.2 State, probes, and dependent update

A useful machine state must retain more than a current model. We write

\[ S_t=(T_t,\mathbb T_t,\widehat M_t, \mathcal Q_t^{\mathrm{set}},\mathcal F_t,\Delta _t), \]

where \(T_t\) is the transcript, \(\mathbb T_t=d(T_t)\) is the current doctrine, \(\widehat M_t\) is the selected realization, \(\mathcal Q_t^{\mathrm{set}}\) records answers the learner has warranted, \(\mathcal F_t\) is the residual version fiber, and \(\Delta _t\) is the registered defect or repair context. This is a typed state: changing \(T_t\) changes the fiber in which the next state lives.

Definition 6.3 UOCL algorithm

A UOCL algorithm for an instance consists of three partial realizers:

\begin{align*} \Pi _t& :S_t\longrightarrow \mathbf{Probe}(T_t),\\ \operatorname {Sel}_{u}& :(S_t,u)\dashrightarrow \operatorname {Lift}_{u}(\widehat M_t),\\ \operatorname {Rep}& :(S_t,u,\Delta )\dashrightarrow (a:\mathbb T_{t+1}\to \mathbb T’_{t+1},S’_{t+1}). \end{align*}

Here \(\Pi _t\) is a probe policy, \(\operatorname {Sel}\) chooses an admissible assimilation lift, and \(\operatorname {Rep}\) performs ordinary or doctrinal accommodation when assimilation is unavailable or inadequate. The realizers may be deterministic, randomized, or set-valued, but their type and admissibility obligations must be explicit.

The partiality is essential. A learner may abstain because the evidence is insufficient, because its selection problem is not effectively solvable, or because a registered obstruction requires accommodation. Treating all three cases as an arbitrary guessed model would erase the distinction between ignorance and inconsistency.

One UOCL step. Assimilation selects a conservative lift in the current doctrine. A registered obstruction redirects the update through accommodation; abstention remains available when neither route is warranted.
Figure 6.1 One UOCL step. Assimilation selects a conservative lift in the current doctrine. A registered obstruction redirects the update through accommodation; abstention remains available when neither route is warranted.
Proposition 6.4 One-step query soundness

Suppose \((M_{t+1},\alpha _t)\in \operatorname {Lift}_{u_t}(M_t)\) is selected and \(\alpha _t\) is conservative on \(\mathcal Q_t^{\mathrm{set}}\). If \(M_{t+1}\) satisfies the extended transcript, then the update preserves every settled answer and is sound for the new evidence.

Proof

Soundness for the new evidence is the defining membership condition for \(H_d(T_{t+1})\). Reindexing compares the new realization with the old one, and conservativity makes that comparison an equivalence under every settled query. Hence no previously warranted answer changes.