Skill

Grade submission against rubric and draft inline annotations

Packaged know-how that tells an agent how to do a job well.

You might say…

I've got 30 submissions to grade this weekend. I don't need it done for me — I need it half-done so I can check and send.

What it does

Reads a learner's submitted work and produces a rubric-aligned score plus inline marginal comments, corrections, and highlights for the educator to review and apply.

Trigger: Use at the start of every review sitting when a submission is opened, to get rubric scores and draft annotations before applying educator judgement.

I/O: Learner submission + assignment brief + rubric → rubric score per criterion + inline annotated draft for educator review

Recognise the problem?

The primitives are the commodity part. The fastest next step is a conversation about composing them into something that works for you.

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