Retrieval

Thirty similar results are not an answer

The problem with searching a memory without rank is not that it finds nothing: it is that it finds too much. All similar, none decisive, and the decision is still yours with no more help than before.

Little, and with weight

What changes

Searching where it was already decided what matters

A memory that filtered on the way in does not need much sorting on the way out. Half the work of retrieving well was done earlier, when deciding what got in.

Before

A search over everything there is

It returns whatever looks most like what you typed. Since everything weighs the same, what floats to the top is the most recent or the longest, which is almost never the most useful. The agent gets a list and has to decide on its own what to trust. That is the same work it had before asking.

Now

Little, and already culled

What arrives is what survived the entrance. No discarding needed: what is there can be used.

lo que sube, se gana
Context

With where it came from

Each item knows its origin and how many times it helped. An agent can decide how much to trust it, which is different from trusting it or not.

Limit

And with what it does not know

If there is nothing consolidated on something, the answer is that there is nothing. Inventing a plausible answer is worse than not having one.