TinyInference Classroom Kit
A teacher pack that turns Inference School's hands-on LLM lessons into a paced high-school or first-year undergrad module with rubrics, slide decks and a hardware-free video demo track.
High school CS teachers and intro-AI instructors needing a ready-to-run AI systems module
- Pacing guide, rubrics and answer keys for 12 weeks of lessons
- Pre-built slide decks and diagrams derived from the curriculum
- Hardware-free video demo fallback for schools without Macs
- Auto-generated formative quizzes and a capstone project brief
Inference School is a complete 47-problem curriculum trending on GitHub but it assumes an engineer; schools have no equivalent and AI literacy is now a curriculum priority.
Multiple ready-made AI literacy kits (AILitKit, AI Literacy Shop on TPT with 59 resource 4-year program, AI Educated) exist because schools are mandated to add AI literacy — clear demand — but they target ethics/prompting rather than hands-on LLM inference, narrowing the specific addressable buyers.AILitKit — AI Literacy for Every Teacher ↗The AI Literacy Shop | Teachers Pay Teachers ↗Partner-Ready AI Curriculum Built for High School Leaders ↗
General AI-literacy K-12 space is crowded (AILitKit, TPT bundles, Amii K-12, AI Educated), but I found no high-school 'how LLMs actually work under the hood' kit — even Code.org's offerings stop at prompting — leaving a real but narrow white-space niche.K-12 AI Literacy — Alberta Machine Intelligence Institute - Amii ↗AILitKit — AI Literacy for Every Teacher ↗
Comparable TPT curriculum units sell in the $30–$150 range and individual teachers are the typical buyer with thin school budgets — monetizable but modest; no evidence schools pay premium for inference-level depth yet.AI Literacy Unit | Grades 6-12 | Complete Secondary Curriculum Student Guide ↗The AI Literacy Shop | Teachers Pay Teachers ↗
AI-literacy mandates are now multi-year state policy (NY, CA, OH have all moved) — curriculum shelf life will be long, and inference fundamentals will outlast today's model versions; Apple-Silicon-specific parts may need refresh.K-12 AI Literacy — Alberta Machine Intelligence Institute - Amii ↗
Wrapping an existing 47-lesson open-source curriculum into rubrics + slides + video is straightforward content work; hardware-free demo track removes procurement friction; only risk is teacher prerequisite knowledge for the inference math.