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Pain points in business: what people struggle with
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AI Lesson Material Rework
Educators spend excessive time manually creating, correcting, and personalizing lesson materials, grading, and assessments, with AI tools often adding rework instead of relief.
In their words
these courses are so dense in content, it takes days to finish each unit in SL
It explicitly assured me that it had thoroughly checked the uploaded material. It then made choices that proved disastrous.
AI helps me quickly take a lesson and make it accessible for small groups... without spending hours creating things from scratch
eles acham um pé no saco fazer isso. Procastinam até que a diretoria da escola pede, e aí eles fazem tudo de uma vez.
I want to run Hermes in a hybrid manner (local for certain folders and VPS for others) as a curriculum planner, instructional coach, and Professional Learning Community liasion/resource provider
I was amazed at how much this company used to pay outsourced companies for interactive E-Learning with animation and storytelling.
It was the wrong poem. It vomited up some AI slop with the same title and the same first line
Ideally, it would also store context, methods, and examples from previous work so it gets better each time.
it truly tires me out so much in between prepping classes for 13 different students and teaching 5-7 classes every day
Writing these out took a lot of time, but I did it to help my students
I’m manually adapting slides by adding more visuals, simplifying instructions, adding examples, changing tasks, etc. It helps, but it’s slow and I feel like I’m constantly recreating materials at different levels.
I end up spending at least 8 hours preparing for a total of only 1–2 hours of tutoring sessions across all 4 students.
if a reading about transformers and i want to take a detour into mlp then i can potentially fork the thread chat about mlp there and come back or pollute the current context. i dont like either of those.
They then spend five years on a challenging, overstuffed maths curriculum before failing a GCSE, then they're made to retake maths and 80% fail.
Bluesky
Teachers, tutors, professors
Where they talk
- r/Teachers
- r/Professors
- r/edtech
- r/elearning
- r/LearningDevelopment
- r/instructionaldesign
- r/AI_Agents
- r/AskTeachers
Tools they use today
- Claude
- Copilot
- Gemini
- Canvas
- NotebookLM
- PowerPoint
- Anki
- Canva
Why those fall short
- AI creates materials with approximations of quotes and no real reading
- manual creation is exhausting and cannot cover extreme ability ranges
- adds words, headers, tables; bloated so students skip it
- still requires hours of planning and grading outside contract time
- AI suggestions don't fit competencies or grade level; templates are empty
Map of ideas
Drawing the map…