Article / Human–AI Collaboration
Preparation Is Still Happening
Ongoing inquiry changes what we can imagine doing, and what we know enough to leave alone.
Before I learned what engineers meant by a spike, I could have described the need for one. We had an uncertain assumption in a Bookerish integration and wanted to protect the application that already worked. I did not know the name for a short, bounded investigation that could settle what to do next.
Learning the practice gave that need a usable form. As I described in the earlier account, the investigation entered the plan and its reported finding changed the next action. The addition to my repertoire was a way of proceeding when proceeding directly would have been premature.
A maker's preparation includes things like this: methods for which a need may already exist, but which have not yet become available to the maker as choices. Reading, asking someone, watching a demonstration or encountering an unfamiliar practice can change the range of responses a problem brings to mind. The equipment may be the same afterward. The work one can consider is different.
I think that is an important part of the prepared mind. Its contents are still changing. Experience supplies ways to recognize a situation; inquiry can reveal that the situation permits an approach we did not know to look for.
The expansion need not be dramatic. It may make an awkward task manageable or suggest a small experiment where we had imagined a large commitment. It can also expose how little we understand about a possibility that initially seemed ready to use.
In August 2026, we were trying to find appropriate booking contacts for venues in Bookerish, our system for planning tours and coordinating with music venues. A business listing could tell us that a place existed without identifying who handled booking. Our approach was returning too little useful information, so I took the problem to the data provider.
The guidance it supplied suggested reconsidering how we searched before assuming the information was unavailable. That opened a practical possibility inside a service we already knew about. We changed the approach and began a bounded evaluation.
The early report looked more encouraging. Then the same apparent contact started turning up against unrelated venues.
More people were being found, but a name and a relevant-looking job title did not establish an association with the venue we were investigating. The new method had expanded the results we could obtain. It had also made it easier to obtain something that looked more useful than it was.
We tightened the requirement for accepting a match and examined a smaller set of candidates. When the provider's broader catalogue of capabilities entered the conversation, several possibilities sounded interesting. I asked what made sense to do next. The recommendation was to address the collisions in the current results before taking on more methods. I agreed.
An attempt was later reported interrupted by service limits, followed by a bounded retry the next day. We do not have a controlled comparison establishing better contact quality, lower costs or a commercial result. What changed visibly in the exchange was the method attempted and the evidence we required before accepting what it returned.
This is more than learning to operate an instrument, although that matters too. A useful repertoire includes some understanding of when an instrument fits, what its output means and which parts of the task it leaves with us. Without that understanding, a catalogue of capabilities can become a catalogue of assumptions.
Don Norman's distinction between actual and perceived possibilities for action helps separate two things that enthusiasm tends to run together. A possibility can exist before someone recognizes it. Someone can also perceive a useful action where the system does not supply the expected result. Applied to our work, the distinction leaves room both for discovery and for finding out that the imagined use has not been established.
The first deserves attention as much as the second. It would be a poor account of craft that discussed unfamiliar methods only as hazards to be contained. Sometimes we really do learn that something is possible. An undertaking dismissed as too cumbersome becomes worth a trial. A procedure borrowed from someone else gives us a way to ask a question we had been avoiding because the apparent cost of answering it was too high.
A newly available choice matters before there is an outcome to celebrate. It gives us something to consider that was previously outside the undertaking. Judgment begins with deciding whether that possibility deserves work, and how much of a commitment would let us learn something useful about it.
Accumulated experience can make that decision more informed. It gives us comparisons, a sense of recurring difficulties and methods we do not have to invent again. It can also make the familiar answer arrive so quickly that we stop looking. Continuing preparation asks something of that experience: remain useful without claiming the whole field of possible responses.
This does not require permanent novelty. A dependable method used well may be exactly what the work needs. Research can become a comfortable way to postpone using it, especially when learning about another capability is more agreeable than discovering the limits of the one already at hand.
In the venue investigation, we had a reason to stay with the present problem. We had wanted a search that returned more. Once it did, another catalogue of tools would not tell us which of those returns we had reason to trust. We needed to distinguish a person who looked relevant from a person whose relationship to the venue we could support.
Preparation had not ended when we selected the service. It continued through that distinction. Becoming better prepared meant being willing to accept fewer of them.
See also
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Listen After the First Take — Examines how experience becomes reusable craft while remaining open to what a new situation reveals.
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A product configuration is not a purchase — Shows how a valid result at one stage can remain useful without acquiring an unverified downstream meaning.
About this publication
Ongoing inquiry changes what we can imagine doing, and what we know enough to leave alone.
Project context: HALO Journal — Issue No. 2 / 02 of 04, Bookerish