Disclosure: This article was generated with AI and reviewed against the source transcript.
A support assistant gives a confident answer from last season’s workshop guide. The explanation is faithful to the document. The document describes a schedule and participation rule that have since changed.
Retrieving the source accurately did not establish that the source still applied.
Nick Puru’s demonstration of a personal AI assistant includes an assistant answering from business procedures and teaching material. It also describes messaging workflows and synthetic speech. This article examines the knowledge-maintenance problem; it does not validate the demonstration’s performance or reproduce its communication or voice setup.
The practical design question is when an answer’s supporting material should stop being treated as current.
Give the source a defined scope
Imagine a hypothetical assistant for an organization’s workshop participants. Its reference material includes a current handbook, historical recordings, and internal notes about planned changes.
Those sources have different purposes. A historical recording can explain why an old process existed. A planning note can describe a proposal. Neither should silently override the current published handbook.
For material that governs an answer, record the owner, applicable audience, version, and effective period where those facts are known. Keep proposals and retired material distinguishable from active guidance.
When the necessary status cannot be established, the assistant should preserve that uncertainty. An undated paragraph should not gain authority merely because its wording closely resembles the user’s question.
Identify facts that need rechecking
Some workshop explanations may remain useful across several editions. Dates, locations, participation conditions, and available sessions are more likely to depend on a particular edition.
Create a rule for those changing facts. The rule could require an active source tied to the current workshop before the assistant states a session time. If that source is missing, the answer should identify the gap and direct the question to the established resolution path.
The appropriate rule depends on the organization’s actual process. It should describe what can be established from the available records, rather than promise that the assistant always knows the latest answer.
This hypothetical design is an editorial control on information. It does not require giving the assistant authority to alter calendars or contact participants.
Make updates remove obsolete authority
Uploading a new handbook is only part of an update. Identify which earlier statements it supersedes and where those statements remain available.
Preserve historical material when it serves a legitimate purpose, but label its status. The objective is to prevent an old source from being selected as current guidance simply because it is easier to retrieve.
Keep a concise change record describing the affected question and the reference that now governs it. That gives a reviewer a way to inspect why the answer changed.
If two active references disagree, record the conflict. Resolve it through the source owner instead of allowing the assistant to invent a compromise between incompatible instructions.
Test a question that used to have another answer
After an update, examine a few representative questions connected to the changed material. Include a question that previously had a different correct answer and one whose answer has not changed.
Check the cited source and the scope of the statement. A new answer that accidentally broadens the policy can be wrong even if it uses the latest document.
Keep the observed result with the source versions used in the check. That record supports future maintenance when another change occurs.
The workshop assistant has not been implemented or evaluated here. The example illustrates a requirement that a fluent demonstration can conceal: someone must maintain the conditions under which a source remains authoritative.
Before adding another document, identify one changing fact, its current owner, and the event that should retire the old answer. Give the assistant a way to recognize that event in the information it is actually allowed to use.