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Designing a Good Persistent Instruction · Lesson 9 of 9

The Overloaded Instruction Problem

A free lesson from Swipe AI · Prompt Engineering, level 2 · updated October 2026

By the Swipe team, founded by Colin · how we make lessons

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More rules doesn't mean more control — past a point, it means more contradictions. ⚖️

A persistent instruction can also fail in the opposite direction: by trying to do too much. Stack up enough rules — tone, format, length, forbidden topics, five different edge cases — and the instruction starts working against itself. Rules quietly contradict each other, and the tool has to guess which one wins.

Imagine a persistent instruction that says 'always be extremely concise,' 'always explain your reasoning in detail,' and 'always include a friendly greeting and sign-off.' Concise and detailed reasoning already pull in opposite directions, and now there's a greeting eating into the length budget too. The result is inconsistent — sometimes short, sometimes long, rarely quite right.

The fix is discipline, not more rules: keep a persistent instruction to a small number of genuinely important, non-conflicting points. If two rules ever compete, decide which one actually matters more and drop or soften the other, rather than piling on a third rule to referee between them.

Overloaded: "Be concise. Be thorough. Always use bullet points. Never use bullet points for lists under three items. Always sound casual. Always sound professional. Include a greeting. Skip pleasantries and get straight to the point."

Lean: "Be concise and direct. Use a professional but warm tone. Skip greetings and get straight to the answer."
The overloaded version contradicts itself at least twice. The lean version does not.
Quick check

What typically happens when a persistent instruction is stacked with too many, sometimes conflicting, rules?

Fill in the blank

When two rules in a persistent instruction genuinely conflict, the better fix is to drop or soften one of them rather than adding a third rule to ____ between them.

True or false

Adding more and more rules to a persistent instruction always makes the output more reliable.

Chapter quiz

Designing a Good Persistent Instruction

10 questions · pass with 60% — just like in the app.

Quick check

What kind of rule is a good fit for a persistent instruction?

True or false

A one-time task detail belongs in the persistent instruction so you never have to type it again.

Fill in the blank

A useful test for a persistent-instruction candidate is imagining it attached to ten unrelated future ____.

Quick check

What happens when a persistent instruction gets stacked with too many, sometimes conflicting, rules?

True or false

Adding more and more rules to a persistent instruction always improves reliability.

Fill in the blank

When two rules in a persistent instruction genuinely conflict, it is usually better to drop or soften one rather than add a third rule to ____ between them.

Quick check

Which detail should NOT be placed in a persistent instruction?

True or false

A persistent instruction with a small number of genuinely important, non-conflicting rules tends to work more reliably than an overloaded one.

Fill in the blank

Bury a one-time detail in the persistent layer and it will keep attaching itself to ____ future requests.

Quick check

What is the best description of an overloaded persistent instruction?

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