$ ls -la drwxr-xr-x docs/$ run script

Prepare and deliver lectures

Prepare and deliver lectures — real work, not an imagined feature: named inside 8 evidenced career tasks. Below are four ready AI prompts for it, one per height of help: do it, make it easier to accept, decide when you are stuck, and change the pattern for good.

8career tasks name it
4prompt heights

The four heights

The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.

Execute — do the immediate task

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I must deliver a 45-minute lecture to undergraduates on environmental policy next Tuesday. Edit my…
I must deliver a 45-minute lecture to undergraduates on environmental policy next Tuesday. Edit my lecture notes so each slide has a single clear takeaway, ensure every claim has a citation in a final reference list, and produce speaker notes with two audience-engagement questions and a one-minute closing summary.

Improve — make it easier to accept

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Before I finalize the lecture handout, make it easier for distracted students to follow. Put the…
Before I finalize the lecture handout, make it easier for distracted students to follow. Put the key takeaway at the top of each slide, convert dense paragraphs into three bullet points, and flag any jargon or acronyms with a one-line plain-English explanation. Suggest where to add a quick in-class activity to illustrate trade-offs.

Decide — diagnose the stuck moment

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I received feedback that my slides were too dense and abstract, and a teaching assistant said few…

Half the students looked lost during the last lecture on policy trade-offs.

I received feedback that my slides were too dense and abstract, and a teaching assistant said few students engaged. I have the slide deck and the learning objectives. What is the most likely reason students zone out here, what immediate edits will make the next lecture clearer, and what one activity I can insert to regain attention and check understanding?

Become — change the pattern

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Across a term my lectures consistently score low for clarity and engagement despite covering the…

Lectures keep being too dense and get poor engagement scores.

Across a term my lectures consistently score low for clarity and engagement despite covering the required material. I want to change that pattern. Recommend one simple slide template and three rehearsal or drafting habits to ensure every lecture has a clear takeaway, a concrete example, and an active-learning break.

Where the evidence lives

Who was seen doing this, and what people really ask.

Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
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The rest of the map

Same library, five ways in.