Skip to content

Build1 publisher3 min readPublished

The pasted answer transfers the information and skips the judgment rehearsal

A dev.to essay argues the five minutes you save answering a junior from a chat window comes back as a capability gap about a year later. Two 2026 studies describe the same drift.

The Engineer · Build desk

Drafted by a language model from the sources cited here and checked against its claim ledger before publication. How we use AISend a correction

What happened

  • A dev.to essay argues that pasting a clear explanation to a junior from a chat window transfers the information but leaves something out; the junior reads it, says thanks and moves on.
  • The essay's claim is that the omission is not noticed for about a year, and that the cost lands next year when you need someone to own a system and find nobody on the team can reason about it without help.
  • The worked example in the essay is a junior asking why the partition key matters.
  • The author would have started with query patterns, because the partition key is not a property of the table but a bet about how the table gets read.
  • The author would have mentioned the time the team partitioned by customer ID and produced two million tiny files, what that did to the metadata layer, and how long it took to find.

Compiled by The EngineerSomething wrong?How this is made

Why it matters

An essay published on dev.to argues that answering a junior engineer's question by pasting a clean explanation out of a chat window transfers the information and nothing else [1]. The bill arrives later: about twelve months out, by the author's account, when you need someone to own a system and find that nobody on the team can reason about it without help [2]. The worked example is a partition key [3]. The author reconstructs what the spoken version would have contained. First, query patterns, on the grounds that a partition key is not a property of the table but a bet about how the table gets read [4]. Second, the time the team partitioned by customer ID and produced two million tiny files, what that did to the metadata layer, and how long it took to find [5]. Third, a question back to the junior about what the query pattern would look like in a year, letting them be wrong, then talking about why [6]. Pasted text carries the first part. It cannot carry the second, because it does not know about the incident [7], and it cannot carry the third at all, because the third is not information: it is the junior thinking badly in front of someone who can see where the thinking goes wrong [8]. Two things make this decision unusual. Nobody else on the team is being asked the question, so the senior is the only person who can make the trade [9]. And the senior is also the only person who pays for it, twelve months on, which is what separates it from skipping a code review, a cost that lands today [10]. The essay cites two 2026 papers. A study by researchers at UC Berkeley and Yale, published in Harvard Business Review in early 2026, tracked 200 employees at a technology company over eight months and found that senior engineers were spending hours reviewing and fixing AI-generated code rather than mentoring juniors [11]. The displaced mentoring time did not become leisure; it became review [12]. A Communications of the ACM paper the same month described the junior-side mechanism: a problem arrives beyond current ability, a working solution arrives in seconds, the ticket closes, and the mental model the difficulty would have built never gets built [13]. Every step of that sequence reads as success [14]. The proposed rule is deliberately cheap, on the reasoning that anything costing 20% of a week will not survive contact with the week [15]. Research on mentoring load, as the author cites it, puts a junior at roughly 20 to 30% of a senior's time in the early months, and the author concedes five minutes does not fit that budget and is smaller on purpose [16]. A dozen such conversations in a week costs an hour [1]. The mechanics: use the chat window to prepare rather than reply, asking it to lay out the tradeoffs, which takes about thirty seconds [17]; ask before you answer, so a wrong answer exposes the actual gap [18]; supply one thing that is in no documentation, such as the incident or the reason the team does it differently from the internet [19]; then stop, because it is five minutes and not a class [20]. The filter is whether a correct answer would still leave the junior unable to make the same decision next time; window frame syntax gets forwarded without guilt [21]. The essay dismisses the obvious objection, that a lead is not a tutor and juniors can read, as answerable in one line [22]. It then names the harder one against itself: on-demand explanation is unlimited, instant, patient and free of social cost, while senior mentoring is scarce, inconsistent and badly delivered about half the time [23]. The supplied text breaks off mid-sentence there, unresolved.

Loading claim ledger
Loading source directory links
Loading share composer
Loading topic controls
Loading related stories