Hypothesis Subspace

How would backward-chaining work in ideological inference engines?

The initial inference mechanisms considered in IIE based on the previous merged frames feel like forward-chaining. The target proposition or behavior has no say in the way the knowledge base expands in those original means of expansion. However, it might be useful to guide the expansion towards regions which appear relevant to dealing with the new items to be verified.

For instance, instead of targeting the charter expansion towards normative regions which are not redundantly accounted for by other principles, it might be interesting to partially guide the expansion towards normative regions relevant to the item to be verified. For instance, if most principles in the charter (i.e. most items in the knowledge base) are unrelated to the item to be verified, it might be sensible to focus on expanding on ones which are a bit related. Of course, there might be a round-about way of getting to relevant propositions, echoing the shortcomings of heuristics in general.

As another example, one might imagine incentivizing the competing memeplexes in a debate (one of which is the one to be extrapolated), to align with the item to be verified. Due to competitive pressures, not all will do, providing at the same time a heuristic towards expanding on topic and an entailment verification mechanism (i.e. checking if the main memeplex gets to buy into the item to be verified).

As another example, one might imagine injecting the verification target into the memeplex to be extrapolated, and seeing how it reacts. If it radically diverges to maintain consistency, then it might not be compatible. If it stays on track, it might be. However, this feels more like an active version of Overton probing, rather than a search heuristic. Though it still forces the debate towards the topic. What if you'd inject the verification target in one timeline and its negation in other and measured which one diverged least, a mix between the original [[memetic-colonies]] and [[deontic-arrays]].

As mentioned before, some approaches to backward-chaining feel like complementing the inference mechanism (e.g. nudging charter expansion to be on topic), while some others feel like implementing new entailment verifiers (e.g. injecting the verification target and observing memetic developments). They might still be decoupled into inference mechanism and entailment verifier, even if they go together and are coupled. If they're not truly coupled they might even yield generative effect.

How would backward-chaining work in ideological inference engines?