Your saved-prompt library — the second-biggest leverage
The first time you write a good prompt for a recurring task, save it. The second time, you reuse it. By month two, your prompt library is doing 60% of the work.
::TL;DR · the whole lesson in three lines
- MOVEThe first time you write a good prompt for a recurring task, save it. The second time, you reuse it. By month two, your prompt library is doing 60% of the work.
- DRILLBuild your first three saved prompts right now. The three you'll reuse most this month.
- WINYour saved-prompt library exists.
::concept · what's actually happening
Every prompt you write for a task you do more than once should be saved. The act of saving costs 20 seconds; the lifetime savings is hours.
read full concept · 2 more paragraphs →collapse concept ↑
Where to save: phone Notes app, a single document in Notion / Google Docs, or Claude Projects / ChatGPT Custom GPTs if you're paying. Don't overthink this — the worst saved-prompt library is better than no library.
Naming matters. "Email reply v2" tells you nothing. "Reply to angry customer · keep firm but warm · 120 words" tells you exactly when to grab it.
::drill · do the thing
Build your first three saved prompts right now. The three you'll reuse most this month.
::L6 drill · copy-paste into any AI chat
(This drill is in your Notes app, not in AI.) Create a note titled "AI prompts." Add three sections, each with: - a clear, descriptive name (you'll grep for it later) - the prompt body (with [bracketed slots] for the variable parts) - one example of what to paste in Pick the three tasks YOU actually repeat this month. Examples (don't copy unless they're real for you): 1. "Reply to a tough work email · firm but professional · 100 words" 2. "Summarize a long doc into 3 bullets a busy exec actually reads" 3. "Plan dinner this week from what's in the fridge · cheap · no recipes I don't have"
::steps
- 01Open Notes / Notion / Docs.
- 02Title: "AI prompts."
- 03Write three prompts you actually want to reuse. Bracket the variable parts.
- 04Use one of them today.
::outcome · what should be true
- Your saved-prompt library exists.
- You used one saved prompt in real work within 24h.
- You stop writing the same prompt from scratch.
::trap · the most common failure
Building a library of 30 prompts you never use. Three good ones beat thirty mediocre ones. Add a fourth only when you've used the first three for a week.
::other lessons at Learner level
Refine, don't restart — the second draft is where it lands
The biggest skill jump at this level: stop deleting the conversation and starting over when an answer is wrong. Refine in-place.
The verify rule — three categories of trust
Not everything AI says needs verification. Most things don't. Knowing which third does is the skill.
Refusal posture — knowing what your AI won't say
Every AI refuses different things in different ways. Map the refusal shape of the tool you actually use, instead of guessing or repeating internet rumors.
Few-shot — teach by example
Three good examples will outperform a one-paragraph instruction every time. The skill is curating the examples.
::part of the AtomEons /learn curriculum · 45 lessons · 5 levels · cc-by 4.0