# AI Assisted Grading: A Teacher's 30-Second Checklist — Episode 945 Page: https://stenobird.com/podcast/10-minute-teacher-podcast-with-cool-cat-teacher-835450/ai-assisted-grading-a-teacher-s-30-second-checklist-episode-945 Text version: https://stenobird.com/podcast/10-minute-teacher-podcast-with-cool-cat-teacher-835450/ai-assisted-grading-a-teacher-s-30-second-checklist-episode-945.md Podcast: [10 Minute Teacher Podcast with Cool Cat Teacher](https://stenobird.com/podcast/10-minute-teacher-podcast-with-cool-cat-teacher-835450) Published: 2026-07-14T07:00:00+00:00 Episode link: https://www.coolcatteacher.com/e945 Audio file: https://traffic.libsyn.com/secure/10minuteteacher/945-steve-swansonoptimized.mp3?dest-id=472433 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/10-minute-teacher-podcast-with-cool-cat-teacher-835450/episodes/ai-assisted-grading-a-teacher-s-30-second-checklist-episode-945 Duration seconds: 939 ## Resource Steve Swanson built an AI grading tool — and then deleted the feature that would have returned AI-generated grades straight to students. He's a high school engineering teacher who was staring down 150 assignments after a field-trip week, and he built ClassLens because he needed it for his own gradebook. But when he got to the point where he could push one button and have everything graded and sent back automatically, it felt wrong. So he took the button out. In this Tech Tip Tuesday conversation, Steve makes the case for "human in the loop" — not as a buzzword, but as the actual job of teaching. He also answers a question he pitched to me by email, and it's the right one: what is the single question every teacher should ask before letting an AI tool grade student work? In this episode, you'll learn: The 30-second checklist to run before you let AI grade a stack of student work The one question to ask any vendor about where student data goes — and what "they hold none of your data" actually means Why writing a strong rubric changes the quality of what AI hands back to you Whether it's a violation of student trust to send AI-written feedback without disclosing it The teaching-assistant analogy that reframes the whole AI grading debate Show notes, resources, and the full transcript: https://www.coolcatteacher.com/e945 ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/10-minute-teacher-podcast-with-cool-cat-teacher-835450/episodes/ai-assisted-grading-a-teacher-s-30-second-checklist-episode-945/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/10-minute-teacher-podcast-with-cool-cat-teacher-835450/ai-assisted-grading-a-teacher-s-30-second-checklist-episode-945.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.