LLumen

Student learning hub

Browse pathways freely. Each lesson is a live coach session with Bea. Sign in to save progress.

All pathways

K–2 · AI Explorers

AI Explorers

Young learners discover where AI appears in daily life, how humans create tools that sense and decide, and that technology can help or hurt depending on how people use it.

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3–5 · AI Builders

AI Builders

Students train simple models, inspect data, and practice fair design — building intuition for how learning systems work before formal algebra.

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6–8 · AI Investigators

AI Investigators

Middle schoolers run mini ML pipelines, stress-test bias, analyze recommenders — and master the power unit AI as a Work Tool: specs before prompts, verification, privacy, and agency.

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9–12 · AI Foundations

AI Foundations

High school pathway: representation, classical ML, generative systems, and civic impact — capped by Operator Skills (prompt systems, hallucination control, thresholds, personal AI playbook).

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College · AI Literacy & Technical

College AI Literacy & Technical Core

University-ready sequence: evaluation methodology, technical track, and Professional AI Practice (evals that matter, org prompt systems, go/no-go memos, operator portfolio).

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Professional · Forward Deployed Engineer

FDE Field Engineer

Train the full Forward Deployed Engineer loop: turn ambiguous customer problems into production Claude systems — MCP integrations, cost-aware agents, eval gates, reliability, and portfolio-grade judgment.

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Also browse the full catalog on the curriculum page.